{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tick Data from LOBSTER"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "LOBSTER (Limit Order Book System - The Efficient Reconstructor) is an [online](https://lobsterdata.com/info/WhatIsLOBSTER.php) limit order book data tool to provide easy-to-use, high-quality limit order book data.\n",
    "\n",
    "Since 2013 LOBSTER acts as a data provider for the academic community, giving access to reconstructed limit order book data for the entire universe of NASDAQ traded stocks. \n",
    "\n",
    "More recently, it has started to make the data available on a commercial basis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:09.961199Z",
     "start_time": "2018-10-29T22:02:09.944384Z"
    }
   },
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from datetime import datetime, timedelta\n",
    "from itertools import chain\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.style.use('fivethirtyeight')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Orderbook Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will illustrate the functionality using a free sample."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Obtain data here: https://lobsterdata.com/info/DataSamples.php; [this](https://lobsterdata.com/info/sample/LOBSTER_SampleFile_AMZN_2012-06-21_10.zip) is the link to the 10-level file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The code assumes the file has been extracted into a `data` subfolder of the current directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Ask Price 0',\n",
       " 'Ask Size 0',\n",
       " 'Bid Price 0',\n",
       " 'Bid Size 0',\n",
       " 'Ask Price 1',\n",
       " 'Ask Size 1',\n",
       " 'Bid Price 1',\n",
       " 'Bid Size 1',\n",
       " 'Ask Price 2',\n",
       " 'Ask Size 2',\n",
       " 'Bid Price 2',\n",
       " 'Bid Size 2',\n",
       " 'Ask Price 3',\n",
       " 'Ask Size 3',\n",
       " 'Bid Price 3',\n",
       " 'Bid Size 3',\n",
       " 'Ask Price 4',\n",
       " 'Ask Size 4',\n",
       " 'Bid Price 4',\n",
       " 'Bid Size 4',\n",
       " 'Ask Price 5',\n",
       " 'Ask Size 5',\n",
       " 'Bid Price 5',\n",
       " 'Bid Size 5',\n",
       " 'Ask Price 6',\n",
       " 'Ask Size 6',\n",
       " 'Bid Price 6',\n",
       " 'Bid Size 6',\n",
       " 'Ask Price 7',\n",
       " 'Ask Size 7',\n",
       " 'Bid Price 7',\n",
       " 'Bid Size 7',\n",
       " 'Ask Price 8',\n",
       " 'Ask Size 8',\n",
       " 'Bid Price 8',\n",
       " 'Bid Size 8',\n",
       " 'Ask Price 9',\n",
       " 'Ask Size 9',\n",
       " 'Bid Price 9',\n",
       " 'Bid Size 9']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(chain(*[('Ask Price {0},Ask Size {0},Bid Price {0},Bid Size {0}'.format(i)).split(',') for i in range(10)]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:11.787171Z",
     "start_time": "2018-10-29T22:02:11.782624Z"
    }
   },
   "outputs": [],
   "source": [
    "price = list(chain(*[('Ask Price {0},Bid Price {0}'.format(i)).split(',') for i in range(10)]))\n",
    "size = list(chain(*[('Ask Size {0},Bid Size {0}'.format(i)).split(',') for i in range(10)]))\n",
    "cols = list(chain(*zip(price, size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:13.868511Z",
     "start_time": "2018-10-29T22:02:13.106432Z"
    }
   },
   "outputs": [],
   "source": [
    "path = Path('data')\n",
    "order_data = 'AMZN_2012-06-21_34200000_57600000_orderbook_10.csv'\n",
    "orders = pd.read_csv(path / order_data, header=None, names=cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:18.999915Z",
     "start_time": "2018-10-29T22:02:18.883761Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 269748 entries, 0 to 269747\n",
      "Data columns (total 40 columns):\n",
      "Ask Price 0    269748 non-null int64\n",
      "Ask Size 0     269748 non-null int64\n",
      "Bid Price 0    269748 non-null int64\n",
      "Bid Size 0     269748 non-null int64\n",
      "Ask Price 1    269748 non-null int64\n",
      "Ask Size 1     269748 non-null int64\n",
      "Bid Price 1    269748 non-null int64\n",
      "Bid Size 1     269748 non-null int64\n",
      "Ask Price 2    269748 non-null int64\n",
      "Ask Size 2     269748 non-null int64\n",
      "Bid Price 2    269748 non-null int64\n",
      "Bid Size 2     269748 non-null int64\n",
      "Ask Price 3    269748 non-null int64\n",
      "Ask Size 3     269748 non-null int64\n",
      "Bid Price 3    269748 non-null int64\n",
      "Bid Size 3     269748 non-null int64\n",
      "Ask Price 4    269748 non-null int64\n",
      "Ask Size 4     269748 non-null int64\n",
      "Bid Price 4    269748 non-null int64\n",
      "Bid Size 4     269748 non-null int64\n",
      "Ask Price 5    269748 non-null int64\n",
      "Ask Size 5     269748 non-null int64\n",
      "Bid Price 5    269748 non-null int64\n",
      "Bid Size 5     269748 non-null int64\n",
      "Ask Price 6    269748 non-null int64\n",
      "Ask Size 6     269748 non-null int64\n",
      "Bid Price 6    269748 non-null int64\n",
      "Bid Size 6     269748 non-null int64\n",
      "Ask Price 7    269748 non-null int64\n",
      "Ask Size 7     269748 non-null int64\n",
      "Bid Price 7    269748 non-null int64\n",
      "Bid Size 7     269748 non-null int64\n",
      "Ask Price 8    269748 non-null int64\n",
      "Ask Size 8     269748 non-null int64\n",
      "Bid Price 8    269748 non-null int64\n",
      "Bid Size 8     269748 non-null int64\n",
      "Ask Price 9    269748 non-null int64\n",
      "Ask Size 9     269748 non-null int64\n",
      "Bid Price 9    269748 non-null int64\n",
      "Bid Size 9     269748 non-null int64\n",
      "dtypes: int64(40)\n",
      "memory usage: 82.3 MB\n"
     ]
    }
   ],
   "source": [
    "orders.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:29.575518Z",
     "start_time": "2018-10-29T22:02:29.560478Z"
    }
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Ask Price 0</th>\n",
       "      <th>Ask Size 0</th>\n",
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       "      <th>Ask Size 2</th>\n",
       "      <th>...</th>\n",
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       "      <th>Bid Size 7</th>\n",
       "      <th>Ask Price 8</th>\n",
       "      <th>Ask Size 8</th>\n",
       "      <th>Bid Price 8</th>\n",
       "      <th>Bid Size 8</th>\n",
       "      <th>Ask Price 9</th>\n",
       "      <th>Ask Size 9</th>\n",
       "      <th>Bid Price 9</th>\n",
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       "      <td>2202000</td>\n",
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       "    <tr>\n",
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       "      <td>2239900</td>\n",
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       "      <td>2240000</td>\n",
       "      <td>220</td>\n",
       "      <td>...</td>\n",
       "      <td>2204000</td>\n",
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       "      <td>100</td>\n",
       "      <td>2267700</td>\n",
       "      <td>100</td>\n",
       "      <td>2202500</td>\n",
       "      <td>5000</td>\n",
       "      <td>2294300</td>\n",
       "      <td>100</td>\n",
       "      <td>2202000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2239500</td>\n",
       "      <td>100</td>\n",
       "      <td>2238100</td>\n",
       "      <td>21</td>\n",
       "      <td>2239600</td>\n",
       "      <td>20</td>\n",
       "      <td>2237500</td>\n",
       "      <td>100</td>\n",
       "      <td>2239900</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>2213000</td>\n",
       "      <td>4000</td>\n",
       "      <td>2267700</td>\n",
       "      <td>100</td>\n",
       "      <td>2204000</td>\n",
       "      <td>100</td>\n",
       "      <td>2294300</td>\n",
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       "      <td>5000</td>\n",
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       "      <td>2239500</td>\n",
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       "      <td>21</td>\n",
       "      <td>2239600</td>\n",
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       "      <td>2237500</td>\n",
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       "      <td>2239900</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
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       "      <td>100</td>\n",
       "      <td>2294300</td>\n",
       "      <td>100</td>\n",
       "      <td>2202500</td>\n",
       "      <td>5000</td>\n",
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      ],
      "text/plain": [
       "   Ask Price 0  Ask Size 0  Bid Price 0  Bid Size 0  Ask Price 1  Ask Size 1  \\\n",
       "0      2239500         100      2231800         100      2239900         100   \n",
       "1      2239500         100      2238100          21      2239900         100   \n",
       "2      2239500         100      2238100          21      2239600          20   \n",
       "3      2239500         100      2238100          21      2239600          20   \n",
       "4      2239500         100      2238100          21      2239600          20   \n",
       "\n",
       "   Bid Price 1  Bid Size 1  Ask Price 2  Ask Size 2     ...      Bid Price 7  \\\n",
       "0      2230700         200      2240000         220     ...          2202500   \n",
       "1      2231800         100      2240000         220     ...          2204000   \n",
       "2      2231800         100      2239900         100     ...          2204000   \n",
       "3      2237500         100      2239900         100     ...          2213000   \n",
       "4      2237500         100      2239900         100     ...          2213000   \n",
       "\n",
       "   Bid Size 7  Ask Price 8  Ask Size 8  Bid Price 8  Bid Size 8  Ask Price 9  \\\n",
       "0        5000      2294300         100      2202000         100      2298000   \n",
       "1         100      2294300         100      2202500        5000      2298000   \n",
       "2         100      2267700         100      2202500        5000      2294300   \n",
       "3        4000      2267700         100      2204000         100      2294300   \n",
       "4        4000      2267700         100      2204000         100      2294300   \n",
       "\n",
       "   Ask Size 9  Bid Price 9  Bid Size 9  \n",
       "0         100      2189700         100  \n",
       "1         100      2202000         100  \n",
       "2         100      2202000         100  \n",
       "3         100      2202500        5000  \n",
       "4         100      2202500        5000  \n",
       "\n",
       "[5 rows x 40 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orders.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Message Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Message Type Codes:\n",
    "\n",
    "    1: Submission of a new limit order\n",
    "    2: Cancellation (Partial deletion \n",
    "       of a limit order)\n",
    "    3: Deletion (Total deletion of a limit order)\n",
    "    4: Execution of a visible limit order\t\t\t   \t \n",
    "    5: Execution of a hidden limit order\n",
    "    7: Trading halt indicator \t\t\t\t   \n",
    "       (Detailed information below)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:31.999782Z",
     "start_time": "2018-10-29T22:02:31.997613Z"
    }
   },
   "outputs": [],
   "source": [
    "types = {1: 'submission',\n",
    "         2: 'cancellation',\n",
    "         3: 'deletion',\n",
    "         4: 'execution_visible',\n",
    "         5: 'execution_hidden',\n",
    "         7: 'trading_halt'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:34.614383Z",
     "start_time": "2018-10-29T22:02:34.611733Z"
    }
   },
   "outputs": [],
   "source": [
    "trading_date = '2012-06-21'\n",
    "levels = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:35.076032Z",
     "start_time": "2018-10-29T22:02:34.916318Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 269748 entries, 0 to 269747\n",
      "Data columns (total 6 columns):\n",
      "time         269748 non-null float64\n",
      "type         269748 non-null int64\n",
      "order_id     269748 non-null int64\n",
      "size         269748 non-null int64\n",
      "price        269748 non-null int64\n",
      "direction    269748 non-null int64\n",
      "dtypes: float64(1), int64(5)\n",
      "memory usage: 12.3 MB\n"
     ]
    }
   ],
   "source": [
    "message_data = 'AMZN_{}_34200000_57600000_message_{}.csv'.format(trading_date, levels)\n",
    "messages = pd.read_csv(message_data, header=None, names=['time', 'type', 'order_id', 'size', 'price', 'direction'])\n",
    "messages.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:36.211773Z",
     "start_time": "2018-10-29T22:02:36.204658Z"
    }
   },
   "outputs": [
    {
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       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           time  type  order_id  size    price  direction\n",
       "0  34200.017460     5         0     1  2238200         -1\n",
       "1  34200.189608     1  11885113    21  2238100          1\n",
       "2  34200.189608     1   3911376    20  2239600         -1\n",
       "3  34200.189608     1  11534792   100  2237500          1\n",
       "4  34200.189608     1   1365373    13  2240000         -1"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:37.155271Z",
     "start_time": "2018-10-29T22:02:37.132689Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "submission           131954\n",
       "deletion             123458\n",
       "execution_visible      8974\n",
       "cancellation           2917\n",
       "execution_hidden       2445\n",
       "Name: type, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages.type.map(types).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "      <th>order_id</th>\n",
       "      <th>size</th>\n",
       "      <th>price</th>\n",
       "      <th>direction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012-06-21 09:30:00.017459617</td>\n",
       "      <td>5</td>\n",
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       "      <td>2238200</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012-06-21 09:30:00.189607670</td>\n",
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       "      <td>21</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012-06-21 09:30:00.189607670</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           time  type  order_id  size    price  direction\n",
       "0 2012-06-21 09:30:00.017459617     5         0     1  2238200         -1\n",
       "1 2012-06-21 09:30:00.189607670     1  11885113    21  2238100          1\n",
       "2 2012-06-21 09:30:00.189607670     1   3911376    20  2239600         -1\n",
       "3 2012-06-21 09:30:00.189607670     1  11534792   100  2237500          1\n",
       "4 2012-06-21 09:30:00.189607670     1   1365373    13  2240000         -1"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages.time = pd.to_timedelta(messages.time, unit='s')\n",
    "messages['trading_date'] = pd.to_datetime(trading_date)\n",
    "messages.time = messages.trading_date.add(messages.time)\n",
    "messages.drop('trading_date', axis=1, inplace=True)\n",
    "messages.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 269748 entries, 0 to 269747\n",
      "Data columns (total 46 columns):\n",
      "time           269748 non-null datetime64[ns]\n",
      "type           269748 non-null int64\n",
      "order_id       269748 non-null int64\n",
      "size           269748 non-null int64\n",
      "price          269748 non-null int64\n",
      "direction      269748 non-null int64\n",
      "Ask Price 0    269748 non-null int64\n",
      "Ask Size 0     269748 non-null int64\n",
      "Bid Price 0    269748 non-null int64\n",
      "Bid Size 0     269748 non-null int64\n",
      "Ask Price 1    269748 non-null int64\n",
      "Ask Size 1     269748 non-null int64\n",
      "Bid Price 1    269748 non-null int64\n",
      "Bid Size 1     269748 non-null int64\n",
      "Ask Price 2    269748 non-null int64\n",
      "Ask Size 2     269748 non-null int64\n",
      "Bid Price 2    269748 non-null int64\n",
      "Bid Size 2     269748 non-null int64\n",
      "Ask Price 3    269748 non-null int64\n",
      "Ask Size 3     269748 non-null int64\n",
      "Bid Price 3    269748 non-null int64\n",
      "Bid Size 3     269748 non-null int64\n",
      "Ask Price 4    269748 non-null int64\n",
      "Ask Size 4     269748 non-null int64\n",
      "Bid Price 4    269748 non-null int64\n",
      "Bid Size 4     269748 non-null int64\n",
      "Ask Price 5    269748 non-null int64\n",
      "Ask Size 5     269748 non-null int64\n",
      "Bid Price 5    269748 non-null int64\n",
      "Bid Size 5     269748 non-null int64\n",
      "Ask Price 6    269748 non-null int64\n",
      "Ask Size 6     269748 non-null int64\n",
      "Bid Price 6    269748 non-null int64\n",
      "Bid Size 6     269748 non-null int64\n",
      "Ask Price 7    269748 non-null int64\n",
      "Ask Size 7     269748 non-null int64\n",
      "Bid Price 7    269748 non-null int64\n",
      "Bid Size 7     269748 non-null int64\n",
      "Ask Price 8    269748 non-null int64\n",
      "Ask Size 8     269748 non-null int64\n",
      "Bid Price 8    269748 non-null int64\n",
      "Bid Size 8     269748 non-null int64\n",
      "Ask Price 9    269748 non-null int64\n",
      "Ask Size 9     269748 non-null int64\n",
      "Bid Price 9    269748 non-null int64\n",
      "Bid Size 9     269748 non-null int64\n",
      "dtypes: datetime64[ns](1), int64(45)\n",
      "memory usage: 94.7 MB\n"
     ]
    }
   ],
   "source": [
    "data = pd.concat([messages, orders], axis=1)\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "ex = data[data.type.isin([4, 5])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>0</th>\n",
       "      <td>2012-06-21 09:30:00.017459617</td>\n",
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       "      <th>32</th>\n",
       "      <td>2012-06-21 09:30:00.190226476</td>\n",
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       "      <td>11885113</td>\n",
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       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>2230400</td>\n",
       "      <td>100</td>\n",
       "      <td>2244900</td>\n",
       "      <td>100</td>\n",
       "      <td>2230000</td>\n",
       "      <td>10</td>\n",
       "      <td>2245000</td>\n",
       "      <td>5</td>\n",
       "      <td>2226200</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2012-06-21 09:30:00.190226476</td>\n",
       "      <td>4</td>\n",
       "      <td>11534792</td>\n",
       "      <td>26</td>\n",
       "      <td>2237500</td>\n",
       "      <td>1</td>\n",
       "      <td>2239500</td>\n",
       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>2230400</td>\n",
       "      <td>100</td>\n",
       "      <td>2244900</td>\n",
       "      <td>100</td>\n",
       "      <td>2230000</td>\n",
       "      <td>10</td>\n",
       "      <td>2245000</td>\n",
       "      <td>5</td>\n",
       "      <td>2226200</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2012-06-21 09:30:00.372779672</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>2238400</td>\n",
       "      <td>-1</td>\n",
       "      <td>2239500</td>\n",
       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>2226200</td>\n",
       "      <td>100</td>\n",
       "      <td>2244900</td>\n",
       "      <td>100</td>\n",
       "      <td>2213000</td>\n",
       "      <td>4000</td>\n",
       "      <td>2245000</td>\n",
       "      <td>5</td>\n",
       "      <td>2204000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2012-06-21 09:30:00.375671205</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>2238400</td>\n",
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       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>2226200</td>\n",
       "      <td>100</td>\n",
       "      <td>2244900</td>\n",
       "      <td>100</td>\n",
       "      <td>2213000</td>\n",
       "      <td>4000</td>\n",
       "      <td>2245000</td>\n",
       "      <td>5</td>\n",
       "      <td>2204000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            time  type  order_id  size    price  direction  \\\n",
       "0  2012-06-21 09:30:00.017459617     5         0     1  2238200         -1   \n",
       "32 2012-06-21 09:30:00.190226476     4  11885113    21  2238100          1   \n",
       "33 2012-06-21 09:30:00.190226476     4  11534792    26  2237500          1   \n",
       "37 2012-06-21 09:30:00.372779672     5         0   100  2238400         -1   \n",
       "38 2012-06-21 09:30:00.375671205     5         0   100  2238400         -1   \n",
       "\n",
       "    Ask Price 0  Ask Size 0  Bid Price 0  Bid Size 0     ...      Bid Price 7  \\\n",
       "0       2239500         100      2231800         100     ...          2202500   \n",
       "32      2239500         100      2237500         100     ...          2230400   \n",
       "33      2239500         100      2237500          74     ...          2230400   \n",
       "37      2239500         100      2237500          74     ...          2226200   \n",
       "38      2239500         100      2237500          74     ...          2226200   \n",
       "\n",
       "    Bid Size 7  Ask Price 8  Ask Size 8  Bid Price 8  Bid Size 8  Ask Price 9  \\\n",
       "0         5000      2294300         100      2202000         100      2298000   \n",
       "32         100      2244900         100      2230000          10      2245000   \n",
       "33         100      2244900         100      2230000          10      2245000   \n",
       "37         100      2244900         100      2213000        4000      2245000   \n",
       "38         100      2244900         100      2213000        4000      2245000   \n",
       "\n",
       "    Ask Size 9  Bid Price 9  Bid Size 9  \n",
       "0          100      2189700         100  \n",
       "32           5      2226200         100  \n",
       "33           5      2226200         100  \n",
       "37           5      2204000         100  \n",
       "38           5      2204000         100  \n",
       "\n",
       "[5 rows x 46 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ex.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "cmaps = {'Bid': 'Blues','Ask': 'Reds'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax=plt.subplots(figsize=(14, 8))\n",
    "time = ex['time'].dt.to_pydatetime()\n",
    "for i in range(10):\n",
    "    for t in ['Bid', 'Ask']:\n",
    "        y, c = ex['{} Price {}'.format(t, i)], ex['{} Size {}'.format(t, i)]\n",
    "        ax.scatter(x=time, y=y, c=c, cmap=cmaps[t], s=1, vmin=1, vmax=c.quantile(.95))\n",
    "ax.set_xlim(datetime(2012, 6, 21, 9, 30), datetime(2012, 6, 21, 16, 0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZrgG6ZZbLgKq97NNR+V5VVFTs48rcQffhyDM1UMOKeh9D8x3mbElx9hkToNcwvGvfpeG9uewIdt2v46htSEfUNqQjahvSEbUN6YjahuypvLy8U8673yHYGJMDPAV8y1rbvFv5raSHTD+22zGPBcYBEWCWMeYdoGl/zmOttcYYu7/12h+ddXMPJRUVFboPR6LkaQz3+SAQ5vQx1VBXS9vi+bR260tedoKCEZP3eQi1DemI2oZ0RG1DOqK2IR1R25BDyX7NDm2M8ZMOwI9Za5/erfwq4CzgC5khzpDulX3dWrvDWhsBZgDHAFv4YMg0meUtmeVtmWHOZP6tzZRvAXrtZZ+OykVcxXo8YC3EIsR21JCKRLjp+gco6VVKl8Lczq6eiIiIiMghZ39mhzbAn4FV1tr7dis/DbgJOCcTdnd6CTjKGJOVmSTrBGBlZrhzszFmYuaYVwDPZvZ5Dtg5w/OVe5RfkZkleiLQlDnOS8A0Y0xBZkKsaZkyEfcqLMVZ/i4/nf4AZvN6zPJ3OrtGIiIiIiKHnP3pCZ4CXA6cZIxZkvk5A/g10AWYmSn7HUBmoqr7gIXAEmCxtfb5zLG+BvwJWAusA17IlN8DnGqMqQBOyfwO6V7kysz2f8zsj7W2Hrgjc46FwE8yZSKuYmLR9IK1BIq6Erzp5+THI9B7AIwaR6BibudWUERERETkELPPZ4KttW8CZi+rZvybfR4l/ZqkPcsXASP2Ul4HnLyXcgtc38E5HgQe7LDiIi7QNm822QOGYfPyicxfSGDgUdjNm6FnP4xJf8DjnV1JEREREZFDyH49Eywih6ZsgHUrSVRW4nzjZ7xW5RAv64nBgrUYx+nsKoqIiIiIHFI+1iuSROTQNGPcF2l6r5rTB3fFu6IdViyh7bGn8BR2gd9OAJ+/s6soIiIiInJIUE+wyOFsyEgYPZmNjVGKw0FaopbEKZeRyi3E0yWb0OgheH7xw86upYiIiIjIIUMhWORwVtID26ULr1c00qcwh3YHaqN+dmzciueYQdC1G4FCfcxFRERERHbScGiRw5S/ajkPnfpFAMb+9UWeWrAMA3x2wihqh51Et42zoWGHvukSEREREdmNQrDIYSrQvJ0rFz6PNYaLX7O8vbiW3JCPV5e/TUEwxdP+BozXh8ejGCwiIiIispNCsMhh6utTrqRsUB/qardz5jOzmVI+nG6+AJ8Z3ZOq2kYiT80ge9QEbGdXVERERETkEKIuIpHD1ANvP0akqY2Jpx3P6D49mNSziEmDulLd2E5eOAThIsjNx+Tmp3dwUmAViUVERETE3dQTLHKYSiTgzmd+hQPMikRpjrSTFQwCltpIgq5jx2AAC4Qq5uLBgxPIor3PyM6tuIiIiIhIJ1IIFjlMBQMG6/UyNzCS6qZ2TKZ84cYdJICBoRLCNSuge3d81oJx8MRbO7PKIiIiIiKdTiFY5DBlHKBuKysLhjKprIiWlhbmbKhlbU2Eiu2tvJ3t5cFiA20tkJUD61Zjt1dD0gdDx3d29UVEREREOoWeCRY5TNl338Ju2cSgLiG27KgjOzubblkBzuqfzcpla2nY0QzRZvAFoKUJtm3BJBJkz32eNZdeQGDRS9T97LbOvgwRERERkYNKPcEihylnxw6sF9a0tAOwqbqBS4YV8PdF2/jmJZMBsP5WTFMdJIGxx4HPhwEG9RpIIDeHnmefQv1HDuyAXqskIiIiIkco/aUrcphakCqgsnAw/j3Ki3MD+D2QHfDwFzOKRG4hdO9O4q2ZbHrscTb97Qn8fj+kUnh9Xkayfde+5pXnMJeehvnedQf3YkREREREDhKFYJHD1NGJCH2SCZ5fuYOK2jZeWrEDgAK/IZ5yCHogBMT/9CA2mcSLpfdlX6D3pZfgRKJgDFRvwjt7OtkP3o532zpY/iZZU8cQ6pPXuRcnIiIiInKAKASLHIaq357Ju8/MYeO7K5jSO4+1tVHOHlIEwDH98llfuYloIsU7W5oID+sFc2eSjMexc2ZgHQcnOxu2bYWSMuhTTqr/UO6dei47mrez/onZrPvX3E6+QhERERGRA0MhWOQw1LC1miE3X0uX0UPJzvFz+ykD8XjNrvW9/CnW1CUI+oMQLsY4DqkhY9OzRM9/Fe+M6cSrtoDXi9NnIN7uZZyQcmiYt4GSwjA9wpouQERERESOTPpLV+Qw1PTdu7g7nqBvCk5dcz1ZQS/nDi3Ytf6qaaPY0OLHYGjc6FBwwhk889kvUdru4cSbzsfZUY+NJ6B2C56VS4g2NBHuk4UpLyUwaSLJ6m04nXh9IiIiIiIHikKwyGGo221f4/LXFtLzkjOo9/kxXi/GxHatD4eC/Oq51Xz9xIF8O3wWP7vrVk6dNJjck44jUb8N38BeJGbNJpFsIv5eJb4RwxlxwjhYW0VgzBgCQGvnXZ6IiIiIyAGj4dAih6HqjdUM/OaVbFq/nWjcoaEthtljm4tGlLBqSzPnjiyhx4MP8/ycNXgGHYWNxFi7ciP+SSOYN2sJGB/+whwigQL844Z1yvWIiIiIiBws6gkWOQyddNoU/Hl5DJ88gjciMYbkAHu8LGnOhnouGT+Al1bUsOyqszn/4TuxdVsJnHsRw87zgjEM67cKb8+e0FBP19I+xKtrYeUSbCAAg6Z0yrWJiIiIiBxICsEih6E/fOM2LjxvMg8+MZduT8xiXGnBR7aJpNoI+b1MHdSV1qdmEyvNwfz2ZvwlpThL5kE8TqKqjtAXLiO2eD7Jue8CEPjxbRi/HxIJ8O/5FmIRERERkcObhkOLHIZWrtnOj+59ltq4IdHBNp8fNYC2eJSWeIx4PILf7+df76yj4aGHifUaRbTbEMIXX0TScQiecR50K0nv6PVCexSqKw/a9YiIiIiIHCzqCRY5DP1y5SusX7SE2qOmsCq6921C0Rg/m1eN32u4/aQ+bGloZ8yv/k7Bmn9C7+GQk09tXR3BxbPwDR1J9g3fwHn5n2AthMKw5E3oPfjgXpiIiIiIyAHmip7gIKnOroLIp6r2tYVs/+kDbGnwdPgh7lZaRGVlLaY5yt8WVbCstpHFtY0kNtdAMJvmQJBA39H4B40EwFqLyS5Ih2DADB16kK5GREREROTgcUVP8J6z5ooc7rqedDxef4B+OVuoLRq712265cI5o7tS2qOAY3uX4PF4KMj2ESm/gaWbmzARQ8xp5BSfAWsxjgNX3giP3w+BAPjCUD75IF+ZiIiIiMiB5YoQ7H30brKBZL8RxKact6u85vvXsnLdZt57bwvfXLG08yoo8jEt/ccTjDllEm/Z3sSicQYS3Ot2lx07gFfX1RGNxdje7rBuh+XYAYVUtURoSVp8QFMiSsHRx+KsfQ8WvwxHjYNwmCxraTu4l7X/Uim80SZSOYWdXRMREREROcy4IgQD2GA2qa69PlR2/29f2LW8+d2l9Dx61MGulsh/JLHobe7/0xPk/mUGA70R6CAEp9pjbNvWzKMbmzDBEAAPvVXB58b1ZmhxNvG2CBu7n0RW9RpMcSm0N+H1B2itriWQm30Qr+jjyaqcjwdo7TtOM1iLiIiIyMfiihDcdtkP9lreu7wXmyqqAOgx6qiDWSWRT2TACVMJNb5KoH8P4vF4h9uVFoYY0bOI0i5+3q6NYgx8cdxwzv3B3/ndd89jXU0bf5i7mblLq9n4kzG0jjoTM+cx7v/sd/D7PNxQ8/FmiA5WzMUPtOKH8nGf8Co7ZhrrYe1K6D4c/HkH7DwiIiIicuRxxcRYjbd/mX+dNpWb83vxs7HH7yr/7jXHc88P08Ojl//w651VPZGPLb+8J6PvuZG3t9SRF3Y63M7n8VAPrGhJ8LkRJZxZ3p2QP8D0uz/HxIFFTBxaylnjyvjzdeNYUB8GDJumv8WPfvkVbn31QYi371d9Qv98AP/Dd+/6Vi1IAk9jzSe+zg61NMKQETD76fT5lr8K9VsP3PlERERE5Ijhip7g6S8vYvmqHQDUr12/q/wfz77N62+ne7reWbQB+7Of0BbIYcq3v9Mp9RTZX09efBMA0X++TbecwL/d9rTyrsyq2M47G3dQl0x/7zW5Zx4trVEW1zQBUBW35NoYvduTlF32WfCnwOMhuHYBqR6DsL7AR56/zVq7AI9N0g7EnpwBsTiBAeWQV4i3tQ1vQwOR8Wd+atccrpiPhxTxcAFsr4W1KwkDyYfuxDt2CtlP/wHjxGkHktfe9amdV0RERESOLK4IwTsD8J52BmCAaVecQ6/yvtQ1Rw5WtUT+Y6vDIfx+LxcM6gZ03BMM8Pq67cQtpPAwoiCLpphl7uYm/CnI88JfFqd7bC8Ykc87WxqJZ43g86nlAPidBP63ZoDfQ8rrJTpgNNk7NmG75GEdB7xeQpE22vr1g9Xv47TH8Np6PCWlAIQrF5EKZhMvS79uKbRuIcnsriS79/3Y1+zNvOrMH20g0lxHy7INtDgO/a76AsYYjBOHyacS8PlIfuyji4iIiIhbuCIE/6yxaq/lD9x9OcY4RK67BwALaK5ZORz85LvnYIFlyST7eqrh3CEFAKxtADAsqNhEsCBMXSxGn2CI1au2EQ77eSXg48ap3ahqiEAikZ5wqq0FykfAnGfwAuFt2zGDh2KMAWNg0zroM5DsKy4HLDgOzH8NunbHAt5UHG/MQsXbpBIWnx+8bz1DMNJC29lfhfzi/b7m1vLJ0FpPTvVqvCX9SPQNMjC3HawDq5biHH86LS/PovqJ6fR45I94Bhz9n91cERERETmiuSIEh1a+xnsLlhPye+nas5TgCenngG+7/3muvXAMlT+5lel/fpK7p/+Oh37zFJf87tedXOOOmc1ryY7W0ppdCj36dXZ1pJNsKy5nY1UNVY0RBhbl7Nc+fi/Ekw5tjmXRCwuw4Wx+vzXFfVcdjdcf4LlFW7HGUhWJMX3GG7z79Mv88JE7Yc4zcMIZ6dA753kIhdMHfOs1cKIQzKZt/UaorsZXWECyew9umnAJAPfecQ3ZEyYQKCwk3rSN9veWkXrnXdYsWEfOH/5F6RsL9u+Co1HMb2+CtTXMn7eOCV89jZLCAPQejNlUiZPXlejtP6F1wvEMfvB+TKKV1v/kxoqIiIjIEc8VIdjn89G0rY7R558CQKvjgMdD+THDeOaNldzwx2uYcv7JBIIBvvTti4kk44Q3LgUnkX4NS/8J4PV27kVkPP6t77Hklfn0GNSbGxa81dnVkU7yhzt+z+DxIxh6xf4FYIA+ubCyOkbXki6ccc3prN+8g+2vradnYS4hv4/CsGF9bTPDi7LYOOUCjvdYrDGYE89M9/AaQ/ugkWQZg62vwTN4KARD4PcTf24689fUMPi7V+GdOZN7/3kf3vYIqb88RGLsSPw7tmKqthI8birNy1bR/0sX4CssxO5RR3v1+bS1NLF6SQ3DzhnLllQJ5b+8l/CC6bQX98bbczCDRx2Nc+wUPNurIbcQKt/H9uoLl1xMUb8+RB5/FPICmLyemJcfxTnva5BX9KnefxERERE5fLkiBCeTSaZccCrJRAKLFzzp4aPnX3Me2WXdsdbiD6QnF3I8HqzHixPMhkQUkzq0ni6s3VjHL179MyveXgrWpnvnxHVO7pNLt2A0/YXOx5jkPTs7xKw3qhhXWki/3iX87PKuRKMx5m1v5uwxvVjdGGFEbjalI4YwousJH+z41kxsrJ22oRPIdhxsfgm8/gKcmJ74Kv+nP+akRJLFN9/Bo3MruP+i8/GX9CHxja+TWroIT2kfzPDhsLWSvK9eC/NmQ/PWj/TWmnFD6PLqfI791lmkKreQG9pOsnI9Hr+P7DFjIRgklEyC14vp3hOzZD706ENiexNZsXoiT88n69LLMR4PvDMLJp2ErVlFW96xn/ymi4iIiMgRwRUhuH3YCTRUV3PP0PHAB88If//z//XRjT0w7JwzqZo7n9bmFoy13LJsLrnduh3MKnfou3+5jUAgwNhTJ9PaXAt5e6lXKkVwWwWxrv3B/+9nDpbD05Qvno+Nx7jr3XXccEr5fu/XHktx6sAgf1taRbcuAa4dU0IlQWiM8GpFAxeMSk9oZXx+bCyKWfg6ALZnf0z/wUy/6kaufvBeABZtaOGY9nY8fj/WGGLRCJN+9VMmLplHc9zSsngxweZask4+k9Ts6SRWvI9Q0OIxAAAgAElEQVSZehzed+fCqPGQ3eUj9csqLCT6xavwFRfim5Z+lrnV2QFFXT/4wieVAq8XG4lgjhqL9Xphzuu0b1yDv1c3bHUVpmsp9BsINZsxa5ZDbncoHfhJbrmIiIiIHCFcEYKzvn8pNdVN3PHgDykcPozkitfwBvz4vR48HhhVnEOyf28u+cHXSMXaWfbia0y4dCoN8xZwyq/uwVYvJdJt2oeO6Z/7LMFYG04qSeSUKw7atdidvb/WQu26vYZgc+Nl+I6fiLepkcjVtx+0uslBkkrR3nsQm1ZX0rX04w3zXdfQzKCSIpxQnFHF6Y+/tZYAkJ0Fr62vpltuFn6vh+Fl5RDOTrc1jwcirXzx4ftJJVOsf+oFtq/ezNsvvklhaQlP//TX3PKLb+CMPRljLTtefpNtf/4/Jl43DZtM4C0oYn1BLv1aWuCYKTz7+/9j6ZxFfGfJvA/Vzxkxlmyfj7bZL5B98pnpURomle7ZBTBeqN0KWJwu+XgqV5Iq7EFo6gmkVpbgIQo5eek6BwKweml6vyVzFYJFREREBPg44ygPY9Za+pUVk9u/HwRCeAMhDHDzl0/i5uumcdbXLyXcWk8oL5dwUSFTzjiOYWecxJQvnJd+9Uo466MHrauB2q0Y59+/nubTsPjpZ9n+1IPc1nsgm9dW8cxvnuD68Rfzt1vu++jGyTix/gO4/Xu/Y1mdw5of3XjA6ycHWeV8Qtlhyo8eTsnHHA5/yoACinNz+OzgAoaVpHtiG5pbSAJT+hVxYv98ygu6MCC/CxUNLZBKQqwd2tuhJT14+aZpX2Ld0y+TU7GByeeezNCJo7j1iZ9jolE2PPQbAPqdOoVH19fy9Zsf5aZp1xLrOYBfXncnTz/9Bq2r32P5c7M4Z2zZR+oXe+yvmdBtYd37mPmz8aVSEI+ln0t2kpCIweZKou8thsHH4K1YAnOeJ9m3L/QehI3FMKFQ+sui40+HE88ka6ACsIiIiIikuaIn2H/PQ5nHZz8IDPG6Osp+9gcAUotnc+mpJ4K1eHw+Wo/9HDnr5sOESR0e08YsjByP8XoJbFlNvGzIAat/v2Wz8YQS/OIHF/HHJ59j2fPpGXWXvDKfS/bYNmf9Im6463Gu/PF1jJ46BcdxYN1CRpOgzQ7UM8SHoI33PUCf73xzv7ePtbWRk5UFGHqX5H6scwW80Ct3j+mofD58pHivtpWTikO0+T0YY5gVLWNQWQ7WF4Kta6G5Dprr+O9X/wLxOPj9ONbibNyANzcLe+pF9N6wguvHXwyAPydEorWd4r49+Nfs97nzmft5e+ZCouEc/uv60wgOG077+4tJDT4GAM+yN7Drt2ANZJ9wBmyvgf5T8TjOrmH9NtKKmfgZjC9ATuVKat6cTfeT0s8l1z72R7qfdwm2PYY3rwSaatMT2lmLWr2IiIiI7OSKEOxYoK4aW9gdgKTxknjpX/guvpzU9m14Fs5Jb3jCGVhr0wEYwBis46SHIANZFXMxQFv5ZPyDB8HmTbB+Jc6QSXAAQ3DhkAGEe3YntvJdvnLz12i7/Dy8BYWkfvu/2MZGyM//0Pa/+uX16ffhOA7WejFOQiHgEFV54SkMwOKf3x9TWESsvOMvXnZ69/yvM3XGH6latQ7/ieM/cR0KssIUd8nBcRy6FcD6xsyKRIxUpA1iTZj67bB1Y7p860bM1d+HDcvwAk52EM+40zCNNcR8Xfh1fQVOKoV3/RKwltTaFaz981O8snUdF3zzKt56fjaTJ52AKSkhTPuuybFC78ymMZCF91cP4Jx1NuEB/UltrMSXaCfVfwiplmbMgjn4wtnpz2akgS6lvUk0NWH8XrpPuxSfPwA2hm2o2TWE2g4cA3VbP/F9EhEREZEjgytCcCsBKOrz4cJLvkzr3x4k97IrSY2fCutXY61N/+FsLWzbCt16fKj32GR+AKKkyIm3w4ln4m9r40DOIR2O1uEpGoUt6gNOCv7xFEwYT/YtN2O3vUdb/m4z31oLxSWw4X3wePBiP6h1TQ2Ulh7AmsrHtbwpyrD778Ln8zH94q8y+NtfodfwcmJDj8UbCu11H5/Xy6wzr8UHjKq4+hPXwamvxldSRtEe/xsc07MYT6oBW5yH2RDZ9a7g1MZKPHNfwHP82dh4HNN7BMkXHybWexR/b83hix6D1xqcVIpoJEqjNeR+8QrOKu6C8RjG9S2gYsES+iZjOJs2wv9MBmD+Yy8TqdpBfiDM+qV/5PTLpoLfh2/yCXi9XrzbNpM6ejL4CyBkeTdnNGPGWCIP/Q9EWmi99h78D/2I8IRpBOtrSNVXs6klj9LmFtp3NOD7TP9PfK9ERERE5PDnimeCO5KIx3AScUx2Ngw/5kOBl6Z62FgBfDCMOra9Hmf28xCP4YlFoW/6OUNvdvYBrWd0WxPR2bMxA/pDOAvvDd/An2V4754/4ERjVN52O2bVQrL+8H3snOexPXpD74FQNpy4ySPRnCIKCsCHoIll+SQTCd658ccc/82r6N8jj9Ci2fhqN3W8UxiyAl56lITZ0PQpPJNu2+iTa8nLTNacspakYwkEAjjL38YunIMdevSuofSmV1/MkGNwXnkKW/U+0USc50rPYOyzCYYPKGdDNEhNSzvxSAsOXrqdchGl/nYCr76Ize+Ot7aaHTNfIzhlPFkXnLmrGmVfuZxnG2I8WLWDJS1RPEXdIJwLO2qwzQ3YvoPwxloxsTqWx3MgkMU7DSF8V9zAxqvuIQ60NjfT/vM7WL+6nvYJZ1Dxg58S6pJDfr9en/w+iYiIiMgRwRU9wR1xHn+Exj59KDz5NJy2Zti04oOVg0YAEDMGxx8GwP/+YjxYaK4nlFOw633DAL7mWnyt9bT3+PSHRYfPu4DovfeQffLJAISCQSIlven1+d54s0LkTTqa4NLXP+ip9nigV3+Ix0jckn7WdM3dv2f/X6Qje/JXzCUAtPUdB37/p3bc/md/hvYZLxLM8ZM0Bs+GNRAK4X3m9/z8r/MpKcnhCy+++MEO9Vs58X/vhJULafZls/6AfI1laY5E8TgORf+9ma8eV8pPT+zDjn88QcHIchbceh+PfvYHfPfYY+iXG+bVldU8sdrLnFtO5c/zKsnPClDoiXLhyBMJpFKsafXzvcohPH32cCguw176VcbiTX8FV9aXQMVcfEBy1XJ+8cQ9BHr2pPmRR3CqNxDoEibZ9Rg8qRRVC5fToziP35x0FVOWr6EpEqM6EicSdWiL1NNq4ewzrgDnrwy4/EJsKsG0px9Ij44QEREREckw9gj9A7GpqWmfFxb//f/Q9NhD9LvvNuyWKigfgfH50sOid+sVbh005SP7+hdOJ5ibv6t3rL10MN62BmLdP/2ombX6DTyZV9SQlQPW8vfv3c3rs5d9aLvi8lKuOmc0/S66EoDZP7mbJ6cv5YG3H8Pr89GKH8rHfer1O+K9+y7Z2xaTiqdIdC8jNf7Mfe+z++5TTqTPT26j8OSTPrIue/mrJN+eha9HTyrfXEX/40dj/IbIimVkDR8JQByIn3o1gZkPEWhugLpaCGeRCHchesENu38X8x+pqKigvPyDdvvkihr+e3r6+d+/XDOBaDTKeN9WQjl50FSDjXsY9VQLjmMpyA3w+wuHcfP0NdhAgJ+fM4xuuSHWbNnB0LJiHv7XAiaOH4G1lhEv3024oIh2by6evEICeeH0+353ewzBef1FjJPClvbD85kLMb4AxusDLKmXHoVoFCcU5JXBl1Kal8XK2h20OR7yAn5KwkHCIR9OMsX4dx/COg5twTy69OyZvjBjiOaWkOqmmaL3155tQ2QntQ3piNqGdERtQ/YlLy/voE1j5Oqe4PjV3yB6xsXYrW9B3wEYX/p27AzAO8Nw9tp5tA2cSHbFXCAzMVZmcp6dgjVrMPCph2CTjH8wZj0rB4zBGMOI887AU9qTMfl+/vu3zwKQk5XNM+9sJvLUf5FVlMvWik3c/tQv0/tbC9vqUHfwf2DjYlL12/BNOg6fx2Ar5uIA0fLJ+9y19ZpLGHfWOALrXiEyeRKE06MKfI/fhz1qIvOuvZWJV0/F+Pz0PXEkFJdiG2oIn3gaT/73nzjrinOpWrOBspGbMLE4NDVgR0yAtnrag3mfOADvzetLtvG36yZhraW0IERjxEPbFdfhf/hJfL0GkVy9lNk3Hc+GHTFqIzEeWbyJkoIwJwwsoboxQjIJmxriOLaO5vyuPLJ4E1lBD++P/irDSwtJJpOMnvcQ5A5IT5zlOPgynyXPCacDsH1bNSWRZmxuMXblPCCFtQ5rpl7PhqYYpTlBPB4Po0qLmb+5gWjMMr1yG1dO6IP1+ZjT91xOqPwnrRVr6WJSkEzA+vfxZnUhddktn/5NExEREZHDhqtDsP3lXRQtfAtu/gq0tmCD2RiPB+s4u8KmtTb9rtRkkrbF81n5P08x9I03iC6ah3d7DaFzLwQghQcvn/47g63Xh922FbqXQdUaTJ8hWMdh+KTRDJ8wkrZf3c+v5/+NLU88TM/S4vROPfrBts3Eu1+Ev2c3zGsz0tdx0pWfev2OdFlvPIln2BAizT3wrlqK9fvxDDlqvx+mbz/+MwQiqzBA8Mn7iZ12NVnznqV95qusfvhZJvzpbnjrZdhUiQdoO+1LAHidKGvm30joh9+ivHsPktvXEY9E8ScTsHIRs6bdREvScOoBuOZ7zh/FG+9vIRKNs7IoH9vUSOkvnmHyppV4y/ryQktXPOvrWLylgUn9ujG2bzG5IT+NcUthOMj7Oxop8ll8vgAek+LUgcUs3VrPxH7F5Gf78DhBbHEBSQzeWDvR6m3k9O2T/vIpMzIl5KSIh/MJOklSA0cTqa+nyj+Y9qShNBxg8aZaxvbpRgoP5V0CtFrDpAGFxGNxsrN81JkAm597gdDUM6FyHTgxLOCPtBA/APdMRERERA4fLpkYy8n8pDI/6d9D40YT8ILx+iHYhVQyAZAemtnckN7VWkw0iok0sujWP9Je38KyqacSircQzMtOh8tEApuI0Rb89Cee8mxaAd3LMMbgOeFCqpoMyddmgOPA6y+QffQQDNCyeB2WzLOqW9djrrwJf2lPUrXbcQJBTM+BUFD0qdfvSNfaFifa0EikpYXIC68S/ce/mHPdDSy47X5ob09vtPPfvbBP/QMzbAxO9z5Ehx5N+N2XSGTn4UwaSfeTj8e2NJECdo7dD6+YQ5dIHfz4Jr73/B+w1mJ9PuZf/308ffuSAvD5OenV+zimLL/D834SWVmwvCnFy9UJYimHllCYtc1tPFTZwm9WG+qtQ3lhDucM60VFdQMb6xK8uTlCSTjE0ppGcoN+Iv4AFpjQPYe2SIKJvYpobY+zdEsL71Y3Uz/pIpI7tmNamwinnPRnzphdoyvqlyznW89s5OkNhpNveJwV9KQlrzuJVApj2uhT2IVlm3bwnWeWsXBzAzWt7USTSTa1xlm9PYLf76P9F8+x8K3FcOxUGD0JEwxBv8GYWNuHL3jzRvjtzw/IvRQRERGRQ4/3Rz/6UWfX4YCIxWI/2rmc63UIegxBD5kfQyDRTtagwYTOuwCSCRwnhc/r2TXZlQmFsY7D1l//jtxkA76VCyj92jUMuOqz9JwwBFPWH0/DDkyv/tBUjze7C4FUK/HCsg8Nk/6kfjDiWD5z5XnpXrIuxeS0VGE2VODpNwiK+0C0GZqbae3aj4JgDI4aS2rQUVC1iqZ168jq3h3TZyiEffibtpAoHfSp1c0N1l9zDVlL3uHJp19j9PXXE77uBpK+LIZeeg7hrt2IvDyD0PwZxNavxzN05K79wn//OTceezHDBpaxcdYCnn17GSvmryTUoxvxym201jaxbNZShlx4OjtqIuQcezzbbZguhfkYayHZzvLV67n3ylvZ+Mg/aOtWyJzp85kyui8mNw9jPGwZcBz5wU/+TH99fT1FRR/+gqTd+OmRBcW5IVpSMKa0kL59y4lGW4gbPyX5uRhj+N2ra7B+w+DcIM8vrWRwcS4luTmsa4qwLRIDa+nbtQtBvxe/1xD0W3plh/nVvM1MNVvxFRXjKS6CVAp8fhzHYuq38/boL3DyUb3xYelelkNhYSHZQS8eA4+8voEpQ3rwXkOECX0KGF6Uw41/fY3JfbqzdFszs9Y2cHLvMJf9aTF33vttgjvWQzAEufmYkh54m2tJFn0wW7T/Xw8TKM4jWdJ313B1Sdtb2xABtQ3pmNqGdERtQ/YlFAr9+GCdyxUhOGAcbCKeDqeN9eDzYVsawe/Hrq/ANG7Fk0qQisfA48Uakx4SHYuQO2YMpqYKO3gkvsIijDGYha+nQ+moCdhIhEhzK/7VSzAV70HlSljzLnbzGhhw1Ce+js2LlvLOSzNZNOMtxo0fgHUs3jFTYeFsGDwC07UbtDZR0FaDTcYx27bgmfo5Njz2FJ4Fi8m5+qsQbYJkEuMLEi/p94nrdLB52hqwPj+Ygzxw4X/uYe72Zta+t5bPDiikalsL0Uf/l/7HHYW3pRm2rIGqtQQmH0uwOI9E8Qfvog411+DbsZXBfXMITRhPbGM1BcZLcnsrQ2++kewhIxjwuZNZdOXN9P3G11j+g3sJ9u7Pb79/H/Xbt7N89ptsXL+D8vwky2ri5JWV0mPTFlZEPXhyi9n+ue/iGC/5oQMTgqf9+BUmjuzG8s0tpKIRZq9vpqWtgSUrttE9x8OXH1zC42+u585zBrGuIcLIXoUsr2rkmD6FxB1Lvj9AMpoiFDIUZmfz0yffZUN9hGfe28G/3q9lWnkBdeEe9PdlRlzU18LmDdiKCqh8n9jEM/F4fIR8hpj1UlbYhab2OA/P38Tw8mJKswKUZQfwer2s3LidtbWtFOX6KSrKYViPHF57v47Lji0DfJRGNqc/r8EwvDYDz6a1xI/5YJKyUCiJt6iQeFHvT3Xm7yOB/mCRjqhtSEfUNqQjahuyLwczBLvimWBn/vOQW/SRHlpbC9ZxuH3aVwH40Q2ngDG7hqaatjb+uLyJSwMRso6eApE2yOkCg0ale4wWvZEeXf3cTDh1ArbPYPz9BuJ3HHAcorWbCDdtpq3fOPD9Z39cX3tiN7zdx4DHC4EQ63pOopytmFAW9p03MZNPY6WngeHHj4BEArZWQjBA13mz8Y4fin1/ESYQgFCmhysaPbx6u+rr8C96mcSbb+D86NcckJmgOuAZ1o/PTxxJza238eqGek6/eiyJVbmkgtl4CwsgO5dAae8PZhJ3kphEDN+mpdx91Q+57k93sPK/7iM0dwMn/eE+3nnk/wi/vw7fxuWE6rZBnwFMfvYvpLZt5Jhf/ZjY1k3cOvdFUm0tsGoxZtAoUpsrOP+9eXjLh2Ex0NgIwyfwnsd/QF/9M+PWaaysa2ba4DLueqmCM4flU9WQoLiPH4/TzsUn9eW8o3qxoKqWs4Z3pyS3C8eO6kVjPELPQBeq2mIM71XIL99Yw7eOK+CCEwdwVEkey6sbGFqSR1VzG1Wx9Gci8qffkfWl66C4O/EBMD/7aGhqpzHWRNwLdQ3NvLU5yllDS8jyeRiQ7cfn8+H1egmk2mkwcOGEAZwwvIxVDW10DXox/QsYVphHbUtk1zP+OOln9q3z4Wf3E8YQ8Hph2wboN+yA3VMREREROTS44plgk0rhNDWQrN+Ok0qRMoZUKkUqlSJR+T7enmF69+5NvL6BRHMzxuNJP6MITDxpIksr67EeMD4vbK2C3FyoWg9HjcWaAFx/3f+zd97hcRR3A35nd6+fTr3bVrFky3Lvsg1uuAA2mN6CMSRACJhQEkwLgVBCCR1MJ4QaQjPNVGMb996bLNmSrV5P5frd7nx/nDCmOBCwCV+493n03N3c7OzM7Nxqf/NrSEVF5OQjhMB30y0En3oc68ZFiK1rUWr3HrJvprIV2MtWIMLf7leqlRyDyO0Nad0QGT0JRAx2RpLBagFVQ7a30bh1L3vnPo+R2Z3IyGOIvPUY7n8uoSVoRW5fH9WCE412/Q3aWn70/B5RGndAWx32M05Df+/vP915g36sSQkoZo2MW//MjFcfZ/2+OpSJ41CTU6mob2LOxAvwVFVxz4U3M3vk2fy550DMH/wdS201xSOLSExLY8jD1xEISzpq9nL02TMYfuZY1E0rkS317L/3YXbecDtKdSVy5yakagFDR2gmRPdcaGtCNauo7W6Cb8wjMO8t5O4t+Orq+NNHpfzpo9IjNvzCFJWTi9O4b95WMuw6j6+oZXdjE/1S7ZQ1dpBjU7jmwdfo4bCxqcnPkn1N9LIKVq8sw6Sq3Pjnp/n19Q9yzpAedHZ4CdY0c+m1c6ltdvPimwuZdeHdXDPnUbzzXsLaLR1Ztg0qy1lX5yEl3kbp/gYawhJ3QLJ4Vy2J8RbafEFS4hQS4xwAGFKyr9nLxtogyxpDtHV4+GhzIxUdAaQUrGrqxGrWvtz8EgLGT4Nxx39lrGai+bVtkbYjNp8xYsSIESNGjBgxfj78IjTBylEno0cEkYunA2Dc8QSmTUtQF8/HBNz80J+RgHfus3Dbg4R79QNAzn+KPll5mI4ahAyF0besRnU4Qc2D4kGgaYii3jhcCQRqKrF+IWSaNSy9cmBfKRJQP5+HMfO6b+2bGRBmG/aaHXhzh3zjeyklYvVCAFpvugP5z5UYqhmPMxt7lgkZ9jBuSj/Esjp4fS7KOVdSt7WBhrHgPO9qxLb3oxpikzk6F0YAg6gm2P7UDQjAe8bvISHjcE334aUpgKoHQTOh7auCMyYh75gLhb0P62nMTZUYJhuRhHQAbNsWo7Q2QU5PFKsdgJf+9AT/0qD/8GLSbXDHfZew+qPF7NtSSla/Iq49ZzBqXAp6yMuMSYOhqhwbMOYvF7LzuVdIHdoXrXsKVFYAku6zL0IUjYSONvA0YbGnYCydB3n9ULJ7YrS3gbM7TIDIDTeBKw7Zv4idwsHtxxZ1WSwc/ojkX2DoYcpCYKoPc9nYLFqCMPeTlexavIVV/7yeyYNzOfOi+7jv3t+xudHHDff+iwtnTUZRVXr3zWPWGRN4d9l2Xnn+PbplJfL7c4/l5vv/RXubh5nXXESDN8xFba28krUJLA7EqClobgugMGZgAWE9OjZteG8iKNzx6EuMPW4yK6ua0DQN4fNy5/PLGTR2IKAxd30TQ7rZCeiALgHJ2noPo2wCBQOCQbBav5ID/ABfyw0eI0aMGDFixIgR43+XX4RPsLrwFURbLaazf4v5zIswx7nQCvujTD4FOe54ymZeQlK4CcVhRtm4Emu8gqm+DFaswDJoCISDCFcCSm4hZPUARxyoKgDetla0+v0Yfh+qjCA2rSLstIDFTOCo0wh3tmCcc80h+2mJhBC+NjB0QgcF6/kC885VCJsDYXdgOu1MvMkFGEKQUb4IPWhgtLUj62sJesOEFTORPVuom3k93ZJdKHHxxJsNWPEx5PZCKAqKp/lAUCCTuxbRsw/hhNyfrYm0+NsNmGachlAUwn//B6a++RivvQKnn3fYztFw5Wzsb76AXPAhnHQ2AJbOBgyrA7F6MXJfGSK3kAkTBnP8kAzWrd1Fj6NHkzt8CL7lazj3nmsYe9pkVuxtwSF9LFy6jfyCHFZsqyO9T09Wr9jO4NvvxLd3M5YBJYhjz0CUHEPwH4+j7lqNyMpE6BGCe3aj5RWD34+x9lOMfbvA70GYzagjhhMJtGA97xr279yImhkVgpMOw2X7dz46PVPjqXFHzaJXVbZyzog8Lj1jEu9t20dRqoOsQf3Y19jJhcPSmDltGC4RxhUfR0lhd6oicO+dL6KaDcYcM5pdu/dz/42zKBw1iEmFaUzrk86q3dWcMjwLmZVL4MP5vNKexvh+mXhCkkeXlLK7xUtJVhyf7mgiK8HEpOIcOrySx97fyTVTe/Da65+zaflmpN3CaxcPw6qY0PUI9a1BOtydbKz3c9qQbFSv+4C/rxDiK78188qPEWVbkQ21hPuP+fET+j9EzH8rxqGIrY0YhyK2NmIcitjaiPFdxHyCDzMCEIYOrbXI+NRooWFE/Uv3V+Bz+zF0AyMYwZTuQiz6GHHGhVj/9BDBNZ9gcSVENbJfNNjSAinJSN2g8pb76TXzeCyjJmAs/QgxehKOFQtg9CTUxt34z7zq3/ZNttSBIg8ZUVoYOhQWg6GzNnEMcVIiBOwafT59V70GZjMiKR9T3/6AYLPak4cXVtE9pRVF6syeMA7X5++jdbV/sP27yOnZNabID57bI87UYxG6zt5ly+gxsQRVlYisVIKH8RRq+S7W7qoFYFhX2YYX38L/9mf0K0hEERLXiedjD28FVeW3s44hBPhWLqVPSSHS60GkpnLUlKPZumEjGz5bx6hpx9DSsIt7f/dXjjvvJAiHcb+zAItiR5TvBZMJ67DByEnnYDwwBzHpZPQFbxE46QysLY2ENA3iUpERM9byHahtzdj79EW/8SL2/XYuxYogEtGBI6u93NPhY2hhGm9urWJ891T2+AKU1e9Hj0R4r6yJVRUeUixfrqqsjGRmvb4brzfIGaO6c++Dvwfg7OJEXtzSwtrGTrSgh2R7GkLAZVMHoD//B6QrHvOsP2Da7KXKHQShMCDLTl5iPLuaffTu5sJRMIiIpjKqMI6ji9JJd0reevoPvLelGl/YwG7SSHKq1NZ7GZObxPrqJm4ZnYvu3oZWOAy5ZgnSZfmGW4D0dyJKJmBUlh/RuYwRI0aMGDFixIjx8+AXIQRjMkEkDN5O5M5VCMGBYDmytYlBz9wCqkokGIQlC5BSohQOQQiByaSAlMjPP0CMn4aMhBFtTZCYiIhEMMxWTJEQKApi7HFRYbZkIpgtqN1y/32/fD6kIhGlWzHSM8HniyZp/YJwEFldiUhIQu4p5eK313D2ZeeQ4LLQ3hFkwMQTAWivqSS+ez4AmsfBBSUJOKwWIrqOSVXxDj2B4COPYn/k+a+c3ls4+jBO8pHB0rM3nUs+ZvuyVcxfW0X/pCSCTa2Mufivh6V9b+U+nGfMoNe81zEFQ4jH7qxXBdMAACAASURBVEJeeh2Z3bvR3LMbpXurESLMnsFTOGffVkLP3YUmdXxSYnfY8S5cjv2C3iAEAugpJLe89gAAM04Zy0mXnEnntg1Ux+WR9q8FmCtXQzgArU14Rp/MwopOXB8vZozbzdlPruLF217F29FJRdh6IEDb8GR71KQ95Ec5bhq5LhctviCKoQPWwzIPh+Ls4kQAPtkBewIBRmUnY2QmIgiwvjpIvwyFK8ekH6ivqiovnRU1Vf9wp5u2g+RNTVPQAM2cSCQSQVVVdAO0P96D0dmCoYfokeiirKmDheXNNLX7yR1uZ1i3JCwWMx6vB0UzIYC8hGjD3Z1wwoAefGEWrmmCQUVR0/7BgQAlZ9xBtkvjr+NcnHTSJFRP7TcD5PUbCgjUnIIjMocxYsSIESNGjBgxfl78MoTgSARpMiM62yGxywxDiQq3IjWLcGMVWkIasqGatRUB+qeBEREgBHaICsu6jlz0PoYQqOOnga4j9TADrpiJzI0+PB/wKdR1AOR3+Bg6azaBoiCLBqAIgbNmEwFnBmZPPRLQXWn4d1ZgiRgE8gew4vVzmTNvC32zE9i6r426ihZSrVZuHX4sd9fsACAnxUZWvEa1O0ycVWVfi4/ij5/F1S8L/bE5BC695whM8OFF+DrQfG2EU3oAYZwWEwMsTkzBCOOfvxspJd7DdK5bBx3F6IkDGIyZ+JF9iZet+Eo38ei1D1ASb2OFULjzxVsZMWIqRuk61KGjEA4X1qpKzMEA5ptujEYN9/uQFiv2ngWEAwFMVmvUD3v9cj7952JKTrgCJTkVuV8Bix3ZYwhL6y0c3SeTz91xJG7sz7ALjscdBFdiErLRxwEpOCU/qm1OdKEve5d2dzPZGd26tPr6YZqJf08LsGZnNQDhcJjzBqaRl2gF4g95TGF6ApqqkmiJCqj9U1w4LSYqa1oobfXw+uYmAEZNS0Ss/pgP08awP6izoS7AoCwbhS4Vu83Gy1tqqGwNccv4dPLT7F85h6JAjutLv+gcF7R1GNit0GnS+fS5q4lz2Fi1pRzP5mXETznlG/1UIBpp+whG244RI0aMGDFixIjx8+EXIQRXDv8VqXZJXLADEfEhAdEVMVkPBlDjU1BMZqztTYy4+NToQeveBboEW6sD0eUDrGR2+RKqKkIoNDhTSQuGwN41lVJCXQ1UlyPGT8O5ezkIQTCxW5dQ13V4ZzQqsx4Jo2omiETwPvt3LNOPQ5E6emZ3zO0NmH/9m2izQuD2hpg9thcAs8fGUesJoAYqOGdXFaK2lAZDoSU5IdpPRSESgZwUazRF0qhJCFVFW/U2lsSUqOZ60fvogP8waVV/CIqvDUOoMHMGnHAazLoUe802BBBOiaYfUkrGkqOZeGlTNdbjL4oeaLUyZP0qrE/fgHfYKZhKfphW+6abzyY8YAiuDz/EmuzENO44rC0VnHJmf/45byt33/lbRMEw1nviGdTejGxpR/QwI+MTaOoIkqqotHoiJO1aisjpDemZUQEYeOC0OUyaMZ4hDzxDbYdk2d79THvqYQjpzHlpDTNL9/DiugrUJ95kVXEOwXCEZ5eWc+rQXC666XnmP3IhimHgPPE5vO9chpQ6vulX0LK1mn8t20PfZDMXj8w6TFfiu8mPc3Hn8+sJR3TOu2/qd9a3mwUOzSC+S1m9tbkDgLHpMOuBzznzlNGYNYX1Tz9PRnF3klO6M8nhYHIfDa/fx+ZGHzXt7ZxUnIbNopGf/P3SjCW4oq/98lN4ZXUdvbun0rdXD8Rz2xC9urS9B1lB6Ms+I/jx0uiHNxZ+e6Pl23EsfJlASnf0U373vfoRI0aMGDFixIgR4+fJLyIwVtgXwWpV0GtL0awOkAYYUQ2aLwRNazZhS45HtEc1Uwfrb4UQENER3XIRddVIbyf06BktNwxChsBWX4lISo1qjKVEmMzIzBzkuuVQvQffZ0sxho2GuMQD7UqhYmqvo7OsHGtKMt5li7EnWlDcjdDahOyej9LRDl0CVbWpAK/ZyRfqwYghiXMI2mQ8hqpRigt7WgoZLht2i4onqCOBdl8ES7YLa309SmIimsUWTQEFUFmGAoTa2iG/z5G7GIfC68ZRu5Pw7N8CYD3nVKztdcwecSafPv0G6YP7kdJWhyk5iX1lOzhhWC7NlQ2U3Hc1CRNLMC95A8vAkZisENmxERw2cCYe+nyfzwNFh/i06OemJsxKgBRVEiwswGGzIxqb+ejJ1xh36rFMPXYE6yM2zA07qErow2pLHkXL30Hft5/WmlpeefxNWmqbMJvDpF10A/ToRWTec/idKahWCyP/dCPZJ06jImwnM17jrNkPMufvD2KedipHn3M6tox0zCiUtoZwt3SiWhTueH07n++q5e4LjmZdg49Wb5jLTxtNuU/j4flbUU12EhwmRvZIpiAljmT7j/cJ/j6BKvqn2tgblJw3rpDh/TIoTvluM+w4M1gP2mYLh8O0BCTDs5yMHdqH2k4vmqpQMm0yj+xx0NnZQUqyC5tJY93u/cwckU2fNCeZcSZS7eoPGluLXyI1CVIn39iH4ukEqRDK7nWgjnz+cUyjx6ANGkAkuztE/GBxfKUd5/bPER0eTKpBqO/P343gh+AoXYaltpRQes8DZbEgJjEORWxtxDgUsbUR41DE1kaM7yIWGOswU/rEQyQ8+3escVaKTxsWFSM7OwFQ233U/+Vt6t55ikJzK4FPl5I0vgSRlgZWK5rZjMjo+sGOPRZjfxWK3wNC4G1pYm98CUNK34ce+QhNQ6gauOKjwbjCfrweBcf5s6CzDk9KFpiiwoO5Yi16KER87+jDuMMskLYkfItWYR/eG7WzAxpqYPNKAJqmzEHx+bDZbAgBqhC4fSA0E2k2cGkmAgGB5lLQJOQkW9nX4gcE3h7jcC26BhFnRwoF4uIRQiA1E4yeBK7/Tnok49yT+MvmOv543dk4jCBGOAQWC/2T4+gtJY0XXcruFBs981KoMRIwTRjJsMfvAM1Eoq5DZgY3z7yO5qpGHnr3IeQnbxM8ZgZk5X/r+Xzz32HHvDX0X/E5ltRUbPMeQCnoi+joxJ6SDdk9YOdmjv3VZHwvzwNg2PTjWFkwBLvDicfdiWnqRASQHAxy6bmXYktwESnfjvS0IdcvRLNaCARDuDdsZ9vitYy55FI0m50GHzx5/2y2tSm07dlP4eDeeDx+Gtr9JJoVendPwioiXHd2PzRN4NUEtHfw2TYPU0blkWlWycrqRl52IlVuD03+EKPTNX7qVN8V7T/cEH1IloshXYrr9o5OTF3Rmpft68Bftp2m3FzW1ncCnVgc9kM39B9gN4PQoxtHWjgMhT2jPsHhIJgsAIhBg9HibYhQAGdLJQCeuLSvtCMTkhGjMsHjwfHOM3hHz4huUPnaIb3bYenrkcT+6XMIBEGHi8job5qEA/DC40ghsCxaQPDyO6O25jFixIgRI0aMGP+D/CKE4JqNm0gAQt4QRiiEBKQ/hDBrVEsHr+2oZ8y+GvoNTsWZlYAo24HucqL6vIStdkzpEiOi43/wYdrSupE5fSwCcISDjBiZT8Q9GrF+eTSA1uhjDvgGyxETDvgHA2iVG9AcSQhvK+ruLRjJ2WCJPogzYiwiokNnKxQPRm5ZBcVDICUTT2ouPrMNVahYDImqKggBuUkmTGYzQghqW/3E2TT6XPUuFw4y87cnP+LCGy8k3mriWuc2AtYUzDYnQtNQuvonjpoCgMPbhJfCn/CKRIm76w76XzgHk8MGfcfgc7ez44Jr6ZOTwbDJfbnv2UXEdeis29yAojSQfuvloKhQXgoFvWHNIpqrGhl3xlRkYyOmkSMwtq3B5K2P5j/+WuCv+rI6jp43F1mzCaXFitI9HyPgR9RXEa6sR50wDtG7P4qUkLIMrBbc/UpYtN1LprmTHJedT9t7MEXfj3/gCWy/5fdkZiQRysinqFs+wuWCo6bg3FeGM0kjZ+VSdrovQzUptPq8+AIRVnrc9EpOIRgxeOrTLfQuyqE54KG5w0KLLtE0jXizwrZaH00BSZ/iVJbtbWFaQQIji9IJhAwURSXLbsJq/Wnz2p5dnIjf78d2GNJpbdi0i/v/8SnpKYkMHZjDS28u55RjQxR3T6J7Zio7t+8AfvzmTGdAZ0uTj7BhMNxux5GQBTIc/SP627MeNTYaLV4IgmXlmHN6YNm2iGC/CQfaEbu3Qr+h0N6CKCrC0VqKXP4JyohxBHxuInn9f3RfjyQybwiL317Mm7ffxFXvOMkYN+UbdXypGbBsI+yqxVg8EUURZGTnYbl6NqZwAE/u8ANppmLEiBEjRowYMf4/84sQgme9+iwSCLZ3YkpOwgiHaZ8+gSahcFz3mdT/9Tle7ZHIvswspApIBc1iQeg6wc4OTH4PihA4Lj4Pu64f8A/G1qWtcrlgzKQDEachakYtHA4sbveBfkQAcyRICFBSuxHyBb+M7bt+BZ7jf0PZzmd45rqXefSlm2D7egCWm1tJO3EgQgj2t7Vht1ipa/dhMWsEwjr5CQ76ZbuocgeYf90xjDrpBt54ag4RVSEpzorSYMJSMvLLCZGHTsn0U7Lhjsfp0dHBVZfNRQhBL7vGsZMGUXDBmYjSTcy4cia9hJfKF+bT4/KzUFUVueRDNm6pZNDsQpRxx/PQiqnIUIhwRxsmKYnk9cdM+7cmDur/lz/y+ezbGPPQjdGNgKq9hPsNx9yzCBtdpu9+P1itOK6+AqO1ic7iPkzOtqGZbaiqSnmgGztTizACCgP/8gAu6UXfupqOHcuJ62xHGTMD2VANnR0kPf4BjbVuKlvcFCTFEdQlJS47G2qaUVr9NKkOegMZJoW8FBeZkQgtvhAvra/juKIUXHYVQ9fxhCJUeiL0T49DU4BwCJ8mgJ9eIDkcAjBAa1Mj55w/g759uqEK6Nu3J3ua2nnspQ9JSUshPujhzIk/XrDcuLeJwpwkpA7GhNngrUfs346zswVP1yaJNHRobQKLDUteLqgqJvgyDVdTE3g6IRKBhCQI+BBlO2DAKNi+EXNu4c9eCG7fvZPGHZuZu+ZV9IiO/2vfa2Ur0DPzEb08SLuDUGM9yb/5NeK991E3r4KGaji9CBKT/iv9jxEjRowYMWLEOJz8IoRgECiKgjkhHiklwT1lqIOGMnh9OrKihbSsVBr3N9FYXU/yxOOJhIN4l69kfX2AYRMHYAsflJU2HD5gJui2JLC3XqGPquKArwiWkqhv8Z45f6X3U9GIzNsWb+Gte57k3BOGU3zB2WBz4KuoRLqSsLsS2fj2R7z1xloAZp97G70L0klLceG/fw7dNBVfKEyqzY7DZiHJYkZVFZo6OxnQPYFdu2qxpSYBBuN/fSbL9jZz1qiodrc8ZyJ9apeiKErUZ/kLTbWUhMNhQvacIzz/346zRwb2wUWMuuMp1goVZ8QgKycJkZGF2L2ZfjRDyTH0GTIEIyMPkjPwbXucMiOd/ooKhh4dUySCvbUVdm3ECviXb0JNjoe7h+N87mbCQPCCvyBWLUYz+zEFfNGLY4mjbtlGKp9+g/HznwEBbR4vto8+wXLidCJCA1s2eyprWbptH0srOsl0wlUn9CdRhJlXbXBCcQbKgNHEGSFUoYGmwZjpCEWjui3ADS9vZUC/ZPY0+Xnive1ce3IxVrPBrpZOTipM4alPNnLF9MGsa2gnRVFo6PQzIieBiAIpdhMvrakhM9FBtdtPipT0yE5mS52XqtYmhkzL+69ct8PBnIumsaXKw5SZd5KQEo+02njnocv4zdSRKIog02F8dyPfg1OHZTP2nLsQioZx92XMdOyOblDhPFBH+P2gGxDRoaYG77vzsV92CY6yFVFrgopdUDIevB7YvBpCYby1HYRq63H0G0h42UoYOeOw9PeI8NEL7Hz6DU649ExYPB8lPQuHquC1OOGWm3Bcfy1i+wYCHS1Yzj0baUh45z2WnnUlBRecjK2hGjQT4vX7UE1mRH0z4esf+W+PKkaMGDFixIgR4wcj5P9oWpD29vYDA2tuhfwuFz93EL5Q5L6zZDOX3/8Jv7nqXPw+P7c+dC5IMOxOws/Nw9rZyKomB5M6FoDFgiYlemc7nQ/8HaW4kLJrngaTid6V7xHnimpIQuW7MRf0wjAMlC986gIBqCjl4QfnUbmjAmFSSY3TqKrr+EqfC4cVc/rV5/PXc+bwyF2/4vfXv4yUMOj3F1Jy9S1IKXnus128ua4WMxDsEmidLhueDj+9XXD3b8fjDes4NQVN06IP/EKQ9f79JAwdivC0Q1w0grRhGATDEcgbiO786TU8zu2LIeCDuGiaHSklVJQj8gujOZMtlujFEgK9qQll6Hh8jz+Mc/oUZChAoNOLZjVjLPuEcHUttjPOQ7HbKX3yKZwuO42tAQb3y8IAfAMn4dy8IOoPnl+MyMimrWwPCcVF0Ry/XRsD+9aXkV2YjvR4qVmympTb5vLKpmqenr+bUf3S2Fnl5vSjosJnSVYC4bCOIaJ7Sf3at2BTdaTVjpLanY93B/Hbrby6voYJRcnk2UxkJLlYv7eRkEUlA6gHdu9t5eSh2bhDEos0sGkKbRFJQ4ePorQ4VEDqOp2eIJld/ulCGOS4Ds91KCsro7DwpzeHv+HRj5h+wjje3FxFUVo8N3UJVvWLbj+s5yltDEffqBoDWlditqQg9QievGIAnBs+gNJtYE9A1xQC897Dcf5MaKzBc8oVUFmJ85OnMI6eitLSAB2deJs9hDevJ+GMU8FkJpKRRyCr6LD2+7AQDLKu72CWBkPcNPcavG1ebMOHoahq9B4lJXLVQoQOGNGI+dJqw/fuIsx/+TOmTeto2V2JKysOPRBimdvMvAdfIj07m6u3r/pRXROrPsHR3ghDjsLjTI9aqNgPjy94jCPPf+u+EePnT2xtxDgUsbUR47uIj4//yUxVv1MTLIToDrwApBNVcD4lpXxICPE34AQgBOwBLpBSth10XA9gB3CLlPLerrJjgYcAFXhGSnlXV3ke8CqQDKwHZkopQ0IIS9e5hxJNVXqmlLKy65jrgd8QTZT6eynlx4caQ9YnDyMnTqPKayKYkU+yKYKmwYyxA5kxdiC3fl6H3WFF/PFynFnZCFVhi2GhIZzG6qCHksf+gT3FjjFhPAF7HM6TpxBasgoCXjAlYPd0QpcQbEpNQQa8oJq/DCyjadBnIL9/YgAIQSQcQdVUGmvrufXkq1BscO/5R6FcehOyvYFHVr2Cruvcv3QqQgheFlFTaG8gRH17kPevnci8tft5dmH5F3MNQGkHnPS3xXxw/aSDlNLRN5tveZJx7z0FFWUwYDgQTaNks5ihdheeXj9xxNuyDbBjA3TLBeJZe+3dFP/hAuzV+zF65IFJQ3E3gysBuacU3Wmjc/da4saOQFqdsGkNnr07SRk4HOPoqYSffBzFEY3oa7KYycpMpLOulMX3rGHc+09S/uQLDOidjDJsHIvOvZrRl8xg06PvMm7OSQDoZ1yBarWSXVtNoHAoTotKjtNGRXOAXokKvz62J4qi0C8ngf4pLlp8IYRQURTJ1fM2E+wI8NGqG7A89QroOrquU6Eb5BsGZw3Npq61g4gFAqEIwqLSLc7G0yurmFqcxLr97fTOiqekZxptbV4SXHYSkOQm2fF6A9y1tIpIZytji7thS3BR1e7hhF6Hzs/7/4UeA/pijXg5rX82NX4vZ18161vN2H8sISmxqipmk8au1DHkX9jl6/tFOqSynUhXEkbNXghGYPoJ0FgXNZHWdWjYCeOnIQI+ZEomaE6oXkbczJnR37jFguJtPQI9/5F42qi/6ypGzr2Bcft2IJNSsBb2QXG3Qk0lCIFhsaAYBow+BpZ13UKPn4Xz+F+hN9fg3r+HXQu2MuryGajCzZInPuKeN/8Gjz2JnHMR3PP0D+9fQiq0VMHGRTgqyxBAQKhELrrtcIw+RowYMWLEiBHjkHyf8J8R4A9SymKgBLhMCFEMfAr0k1IOAHYD13/tuPuBD7/4IIRQgbnAcUAxcHZXOwB3Aw9IKQsAN1Hhlq5Xd1f5A1316DruLKAvcCzwWFf734op5ANnApo/KqMnmHVcmjww+P6evdylLyTOCGDSVDQhSPR0kGgzIaSktc8AjHAEvXwPjT1GY5hNqL3yEQLMGpQ6eyINA6nrGEYEgn4wotqng/2EaWuB6gquGHMui1/7iFtPvgqANBXMU6dh6mjAYrGgqBbMZjPm+DTMZivdzCph3cAb1rlmRn9CoRADChJ57epxzL/uGOZfPoYPb5jMhzdM5h+zRxGK6IQjBoYh+SKl0pBF79JZ04DsPwxCQZASIxyOal+QEAqhueu+ay0cNhR0cDcjt66D9g6yB/dk0xV3wtETUU0m5NaNyJ0biaxYgOjVn7Arn0jfqRjWBPB3gqqRctKvIKMbSn01joG9o/MtJXnnn4+YMB3b6OMYM/c6hKLQa3QR6z/YhnQ6sbrikP36MfLle6JRvAFj5wao3IaR3hOn7kdWl7O9cDqPrd6DErawvrSC6294ljlzniLOaiYn0YGUkg6fj3kXj+St342g9cmPOO2ShzhhfjMbOqLmtnWBEAmKjtNupsMXxqQKutsEz6ysOjAXv5mYz4uLypBSkphoJ06V5LggxwXLqjpxmBRKK7w8/l4pj3+6g5qqpp/sOh1JtDgryanJVPpDhDFx7oB0hhekHPbzvLJ+P1JKHv7XUlbvqkbJTEbL6wpTXbYWabYibQ4CFU0Ii4aY9w4UD4Kxx+HcswpnvBPcbqirIbBqBZ1GBPuwcSh6BNnSAu5WlG3rDnu/fzRlm8k97Ry05lr8NZ34Xp+HUVsF1Xvw767EX7YPOXAMAQnhFZ8jR04gLCzMLhjD6svnsOY319DhyCKs+xG9BxIBzpt9Ojz2JPa/3obt/HN/XP/yeqM7rMik6DWXQ0ZhEQLlqZt//NilRIS+7vkcI0aMGDFixIgR5Ts1wVLKOqCu632nEGInkC2l/OSgaquA0774IIQ4CagADs6nMgIol1Lu7arzKjCjq72JwDld9Z4HbgEeB2Z0vQd4A3hURNWeM4BXpZRBoEIIUd7V/spvG0Pg/FtwGO0kF+SRevPpGEIQDIa464V15J58OseeOhRFVSEUJNzUhOJ0UhPnwGGxcGKvdPLNY5ENBQhAFhRjMfZTO3AIOLtSDWX2hpY1SCkJ/OsVlPzemEd0pWIyDKTVEdVwtbohIZ65a14FYFymQETCYHeC2QqFw5BIqNyGzC5A1JYjeg4mxW1BUxXSXXaklLQHAjQHIuTFC/Y0tNKkw8jMRFRVgVCQ21dU85cpvVCULuHbMHB5G5Dl6yHrODCZAVCkisjMR1jsGPNfomHxEhJuexjVdZjsbFd9BP1KwJnwja/Ea88iu2VFx2s1EX/0aNL80SBFUgikxYQYPBXV00GgsZHlWeMYopgJFJegrZmPaHPDljUw4VRIzQNF470nXmPnqs3MufIUGDgER5od077tRNLSQdgZfnoJEb+fIX84l5qP5pN3/sX4coqRDY3YU9JRevah+k9/IFOG0KvrYO77nDu8B5/ubsTXqfLoPRdhIFhQXku2xcTd7+5k7gXDqG0LAxomTZB11tlcNbUv4bCgKNFOkjOqne6TaWDT4MLXyrh8bA4NjS2cNaoXyRYriWEvk0bnkm6PYDd/dS+n0u1ldHcn2Y7uvL6oCk+bh0vO/XkHYfq+OCwaTd6oCW4GsNenc3bxv8nz/ANRwj6CukHvXj3om5uObdYscLgIAybCiIIiEArMvAD/c89gnT7hq4HjFAUSEyE+Hlu/UZjr9iH6lUAoQOcn7+Mo24SSnRt1e7B+d/7kr1C+A9qrYeg3ozX/aDZ8jnb0MRjFgwhv3wl9+6D2Ho7ctwXboBK8e/dSd9c9pN/zAJEbZyP37KHTmcTcuo0Yiz9A6RnNF5xVMghj6xpMOT0p2LcH73FTEEKgahpUVEDef+ab7ihbgQA889/DKBnNw7+ew5V/v4dIWwdbV2xhRWUHZ55Sgy0l+wcP3Va+EhXwujKR6f9/fedjxIgRI0aMGEeG/ygwlhAiFxgMrP7aV78G/tVVxwlcC0wG/nhQnWyg6qDP1cBIoibQbVLKyEHl2V8/RkoZEUK0d9XPJip48y3HfIOA1FGrq5AeD6qiRIXZSFRTG9erF1VJhWT1ysQIhlHXf4zobKIu0J31wXhMwJBxxxF5/9mob+3ylyAtld8ui+fiEz14IuDSNIqDfgSgxCeiVVXgaagjbuIEhMWKsDmhsZbqmmbSfF7MyVEH5bbyWoI79hJfkIwttyfU12C490FGPoojEZk3kLDXw1Gn3o7JamH8BWdhVgUXlWQzNDUOXzBMU1cGpoo6N2mJVhJdLi4abqGxzceWvdVUNrVis1qZ4jSYOHrSlybahgEOJ7jrkaEgiruenN+ej774Jbb0mXyoqfz+BAIM2r8LWb6BzSNP/8bXvTwepMVKoKYWrb4G65Z1FEwYjKjei0zLQvV2wL7dyEiE9UN/jRODSETHZndgVO9BHVqC0nsowbdexTR9BhQNYtGsW5iRaCXSVo8mBMGVq6BbHDIYwt5Wi+GMg4XzCaYXkNV/GMtmXsWQnlEz9jAh2L0Gv7sFvSmqaV26p5ru8Qmc3D+LU/qms66uExPQ4QtTuruF2ScU0+QPsLnVB8DknilcPWUAbV4DXQ8TZzIhhCAYDFLdWAHA+D6J/OGltcSbNB55axOjChO4Ykwc01OgZp/nG/N0QT7c8Xk9U0f35rqZKQwzNVNWVvbjr8/XOBJtfhfDTIAn+tpq7UYPIY5IP9ZUduCO7OPoPin8bUkFL1cvwKxplGmZ9F70Pt4Fa8Bkwn7V7+Cc05Fb10YD4JnNX21ICMI7VhIMRxBvbMeSn4OjIAdR1BM0Dce+dWxS0v+jvg1e9BIAG12HV1CLJ4BjxHicfj+Kw4Ft1m8QyZlgikPfU87vp13FPZ88SbcrL0HW7EKdNQtFwIoHXmD6CaYb6AAAIABJREFUkrdRevZDb6xGWm2o7kaUgA+ZlQt5RZj37IH9e8HdTNmg6RRtW4bNorCRJKKeLv+eQYaBPxBg54LNBF94l8vvuYZXH/onfbqlsrXOy+zH/oIsX0dg2wp2WbtDcvJ/OHpJIeBsaqYGO96On35t/1L4b9w3Yvz/ILY2YhyK2NqI8XX+W37i31sI7hJu3wSulFJ2HFR+I1GT6Ze7im4hatrsEeIn823+t0g01Lk3IYRA++s/QFFpnXUyt7sriEQEL362nuFL30WYrRhd2t0dMhED40CaFKFptCbk0h6XjczrwxRPFel2Gz1MJoKhSFTTKyWWsWOJBIK0Pf0S3soWMiYOQQQj4Iqn/Ol5pNx03oF+eVdtR4Z12s0KNp8X9qxD7z8e0VSLlpKNNHRWttmZfFRfPl22nThVcMbgZOYur+bTZ/7FwheuAaAkKyrIrappAhFgVHYyQsBTa+DkIX1QFcGVr2xm9fQINnNXXmJVRdbsgbRMAGy9+kQjwPbsc1gWo7l0GaKtEfjm4m48fRprN1bA6xvwRQwmb7wWZcMqqCyHPoMRZhsMHwdeL8Jux27W8IUjlLd4cHZY6Fc0ABmJYHjbMJ94MgiB9LVx/82n07S/mWVPLqD6wx2ce9cfobaaxrIqssceiwJEOuajxoGpYAhHvzIMkVkIqsa68hby0lJZfOtTXPL8Q4TKy/m0LEBJjw4+KnPT7A1z85QCAkGdHKeFpu7J9EhwsGl/E2lx0bRBCXYLe5o6MZkEr25rpCQngTyTiY1NnZxZHJ2DV/+1kAuOHchT75fSI8nOo+cP+c65TNv2pVnnkbhR/LwCVRz+ftww0c6L26IbGMcVpWBNGYUYMoZCRzomi40QgKbxiDKa3xeCbOuAFZ8SGXI0mtOJruuoJhPhzk7MoQCmMSfD8nnIlkZEIIx3y3Zs1ghhoPDiv/5nnVsUfTms8+9242zeia5BR50HVzcboU4vtvxUDCnB28awflnse+V9ii4+k90vvkvWSRMJ+32c8PB9eMrXYa3Yhh+VjvIqvC0eevbKQbVYwe9Hi4uDHdEo9v3by9DiXCAlg0TrN3JzH6CxDuvbjyDHTGHJ355gRI8k4scPIbkjFdViYkKOCd0a4Kwrz0JuWAEDRmBd9iYDAd8fH/1ew7ZtX4iyfAHiqKkYXf7NPVmF/z+9JjG+Fz+v+0aMnxOxtRHjUMTWRoyfE99LCBZCmIgKwC9LKd86qPx8YDpwjPwyzPRI4DQhxD1AAmAIIQJEA151P6jZbkAN0YBXCUIIrUsb/EU5Xa/dgWohhAbEd9WvOURb34rNrEYfZFWVz0ZNQnU6SAo3I7btoCWrL0OHD6c1/iiUbR9AwQgMi4Nj60NsbewkzSrZUCvJiUumouckABIRjCrMQtM0VEVgMSvRlEiRCEiJyWEn+3ezUOMTCCxaiK3fMAgEGP/iPejLFoDNAfvLiD9tCu3rdpA6pgjaW/Eu34T9qBmIzQsxEhKJ7N1Ocv9TuH3OTG6fAyZ0slywfn0L0286C0UzYcNPeryJppZ2TIpKcaqLOKuCosAfJhTQM82GEIJjbp6MQ3cjyzdE0yQBpGeBrrP13n+Qf9FJOFYvRiamQN8J32dZ/FuEPRPl0juiEZ+7tNXiiXvR8rvTfea55E/eCoAsOY7QX6/AGHcMijTQPR7alq0g+dTTwemko7OTjXVusjRwOuPQrLDy7y8y5rQTEM3VGAelfGLoWFLy3STVe8hx2aLm6FndqHjwZRJ2boasTJwX/hFzSyPhN55Eu/hPYI2aKydnWyAzk+nXXIp//nwqz7+WSz1W0hJN6BFoDxjM29LAhPxErCYTWV0pehVVwe0Lkuqw8Ow7azErITxmG3pjO+1pdnYEW8lyfDkvN505kYfe2sDEbhpHD/p+qanSE8ykCZWNFS1wBMyF/9dJy0jnyrR03lpVwaxxvZCV7Yi1nyFScpBBP47TjsMIB9E7WmD5UsIZuVjGTyN4990E2z1gUiBsoAzIR9z4UHRd9T6KTYk5DH7rAVizBuXPN2GWkvB/2LfL5rwIwK+yxjJg+rGHZ8Bd9yEhBOGWZnyKpOyZ1xn4aD9QNJSJ05mZ1wu5ewfC5yM/z4Jl6NjooTV1NPSdQe72d3ANGE9812/L98ErKFIibDaq3n2PZIcTU+9CFJsdVi+G9G4QCcEhhGDz24+gAgKJqbUN6+Xnkrp4BW9/XsmsolrSjzoKAkHCKIQtLpQdW1CmzEBYbNHxaN/9r0ppbIDCAbDsY4TPh4xEvvOYGDFixIgRI8Yvk+9MkdTlg/s80CqlvPKg8mOJBr8aJ6X81kg9QohbAI+U8t4uIXY3cAxRgXUtcI6UcrsQ4nXgTSnlq0KIJ4AtUsrHhBCXAf2llJcIIc4CTpFSniGE6Au8QtQPOAv4DCiUUupfnPvgFEmqxYnd10AIExaLCSkFtNfTCVQa0QA5Ni0aGNbQDdbXtdI3Lapd9XU9SDlNCqqUSFUj0y6Zv7cN/aC5u8i7JBocq7MdYTIjFAU0E0YoiJKZg2fRhzjHH0eguRVrWnL0Ae2dV6La11lXob/9D/xL1mEeNRyRlYJmMiGBbSMvRO3S3qaoOlYrlLVJPli8Aa89gZmjC4nIELsbvOxvDbCxroO5pw8EYHe9F4dFIzPBghAQv2sBytolGJEIorYaCfgd6eD1Yz52MiabLRoxVjUhpIG3oOTfro1/h3nTAsyblkMkgufCaLRXccZEam0pGJqP3tOmQHM9kYKBKJ+9i6/nQBxDB0I4iBgwHvni3yCvmKUZEyklapaqCUGiRSPDorJhxlhkTQuXfR4VIvR/PoN6xgUH8l+F/H4iS5ZDKICpdx5aJASKgsiL7kCueX8p+yubOO3SU0GRLE0ehR6SDO+VyY2ORC7eV4uqe8jJTGNXnYdARGfNvgaOyk2j1RsgPd5Jbaef/e1eipPsaCYLr2zYj2lfBXuVZDRvI8N6d2fcwHz6Zpp+8Dx+QbMPXNo3LXQPB//rO7P1Hg9/W9zIfdPz2eOGAvd2HJsXE05KwlS6FcxW2vUwk1Zm8NQ9v2NAyxpUqcOOTdBcT8DjweT14q538+eJtzEgP53nFpTy0LnDGLF7Hv7572DL74GUEv+vrgfnV33qlcYqlPYWIoWDvtE3z29OJv2aq9FDIQIDjokWRkJY63YTyC4C5Xsa63haoM2Nbf9WAts2Qel+zOfPRO7ahXngQHSfD6V7ASgmPh8+hbjeeeQUJZHcqxudVQ0k3DYXgGAwxDZfAkjJgHXPII46Bc3uQAY68dz+JyjdTcvIEXSbOhnFaiWydQOaWYNe/aN+1ELg+TZBuGwbjqpthOKd7Fq9mf6JJvZWu8ncXYp56jhkwIuWmo2vzY0lrGPU16C5rCiZOTR5JPazL/nOKbCufx919VLk6EmIhR/A6IkYZdvwz/x6zMYYh4P/9ftGjB9ObG3EOBSxtRHju/hZpUgCxgAzga1CiE1dZTcADwMW4NMuTdwqKeUhn1S6fHpnAx8TdRz7u5Rye9fX1wKvCiFuBzYCz3aVPwu82BX4qpVoRGi6BOfXiKZgigCXHSwAf53tNR5GpFqwqCrGxsWwvxTiU3CNP5Vlm1qilYwQ4/Ky2OP2UdkRYXtzPQAmNXotNCk5oSgDdAOPoVIUbyEApDkctHr9yGYfUkqUYBDCYdqkjfh4Nep/7PfgGD2Jlef/gawTp5B7xjSEzYJhj4PTLmSn2oPw1MvpflE2EUWhrqKOol1vogA2q4VlVc1oisKYRAOrNRFVEYwbWsim1qiZbE17kHbd4OicBI7plYqmR31UMy2CDnTq2gKAJAmQng4UoNZrxtfhJeei8YRWr0G1WrnjV9fS3uzmzlvPRgT80G0QthduRQKB72lSaPn0eZS4BPxbVmNOSo/6Hn9B71zi1+3EPGEEn1z9KG2ayoxzqrnzhPu42tgGQQ8Rvx+L2YIx+RxISiLZyCStugVhMzMqP5nPypvY1h7g1RqFfv4wRihEBHj+tPu4MLIR0SUEm202zFMncduYX3H+cX1JSkvCMCI486J5gVccdwUAurKd6l4TiPNGCJt0DANu63SzaE8TmXYrC3Y2UOcPMjjNyueLNjDg7ImkxTtp9viIVyQrK9r5cEcrD07LZ2J+Ih3dE+gVjJCVVEAPl6MrvtKPz8WdEkuf+oPJcDq5b3o0WrciBOzfSbi9E1NTDXp+H9SMbEotRVw7wYU7oGNs2oxSuhZ+92eUpDRMKxei1u7CfOJorkgvpAMQwzJRhcC3rxJnbtQoJVQ4CHv1ZlBVfGl9IT6axsry9uNRU/yvCcG29R8hZkxHLPkw6knbJQRre7eg7d+BLdCB/1DmxV/DWbsLGQwiklKwKQrh3B78H3vvHSdXWfb/v+9Tpredmd2d7b1kUze9EkhCAkFCUZpIUUBFQMQGFgT1Eb8WwMeugAUUpEnvECCBJIT0vslmey8zu7PTZ845vz8mCaIg+NPH55HM+/XKK7szc8p9z33Onuu+7uvz0R55CG3XAeSCAhK/+R2hnz2F122i8IQZpMMxevf1sOexrZi9duYt+D1bZ1yCrjgYikVIA+31F7DmtfvR0DEWno55zlTkFUtI7WxBpJKw6SVEdROaniHxxFNYP7QaKRJBPbSB9F+dt9q2nQ13PYpxqJOFly2H6sWo1hBf+f6fML/Sxg+2v4hwupG+fAXSypOhvBy5qAQ0DTmaeF99YCRTiHlLEBYL+oIlSB4P0twl72vbHDly5MiRI8fxxftRh34N3tG+8+n3se3Nf/X70++03RHF6Lnv8HoC+FtVpex73wG+817nAGAzv/VzYrAfs2GQONiC/URIptOYFAXdkHloey+66W9do/IsCtF4mnQmgyRJ9I6nsCkqbks2Lecym4+eE7oiIxkGnpVnI8ky2qsPY3jLkVx5zP/9beAuxPD4MLQM4rIvI2SZaEQCmxdDzmYMHVqIgdJ5iMggKR0CDisTqQxpTUeWoS4POmU3K7wedN2g2G6hwuNkY282oK/zZZfMZgu3j7ZHIvLUo9hXn4FhGOSPBAlbPSjtexHJUQZefJ5rL5xHYkcLUjxGW8cw+fs2vS8Prb9Erail/Wd3UFRohRNOzQpxtW7HYrcjlxZi7GvHpEqs/OpHMAD9oi+xOpbHAcPDLI+GmknQ8sQL1IYPIhRBcP5l+N1mXj7Qxu/WtYI1Gw3+omUzoWiCc17r4lurGlgIGOvaoC8rQCUWrwQhuOHmc1DmLUW4s5n9b5x8KdJEgnPae5GBPZqX0aEI7ZEkThkai7NK1lbg1fZBTqgqpMwKNX4rF66czRudI+R57DT77DywoZWn//AktUsWsqXbT1W+BwNBoUPmhcMjjMSSLK1wAP98JjjHv4Y9A0FqSsrA682WJQwPgGriQBJiRoJqj43dy69gqtuGPDaIpunIZkHbyi8SAyQM/KSoqyvGYVER8QTGgmWIw3tRS0qyau/xKHb2EnXOA0lGWrwKoSgQjYLdnvUe/uVtSFOrsVdVwmgXon46bHwGZi/DNNINbh/yxrVQ3gxm63s37JWnEbOXZD2LaxtQCouRZZnoihESP/ox4pw1eDx2NGEw6ZqLstvYnFmrtIkgUukk2sNxit0yiiQI2KzUFdrY77mEyZt/S9xTjnnWStJ730C9+sukNj7L2LpdeJsXIysyHHoM3rDCguWY/2pZ+M5TTsPhd1F13kkcvP7npLU0r3zmm5x8w0e5/UefJtPdDjYHRiqF7XM3QWwUWU9hxOMIi4U8u4WYroH0t6Jbpv5DpPKKwOJA8RVgAMa+7YjKOjKRCcTgIDQs/qfHTY4cOXLkyJHjg8U/pA79n0qxx4ahhRAZDe1AO9H1r4DZRPiTdi6dbUVVFHRdJxIOEyVrcVJozS6D3jaQQQY0w2Bjzzhlbgvr20N8YlYxac1AFoAE28pPYWbXswBZi5/oBMLpJtw/jP3l7yNWnwmDA9z82Y8zOh5HManc+vxdDIbCMHkNAKPhKGkNSuunALC3ZxwxHqLE4ULXdUp82ZC0MwyaZiBJAiEED2xpo6HcC0j8RfkpXgFBw+BoIKyXvKVAqzbNId/hQDPrJP/0KIElzRhLViMFJ4hEItRceilGJELkla2YZ896zz62HtpwTBe2eNY0zIkRDCGI/e4epIAX2aES29+G5aRZCO1IZlR2ERcm6gttJDMWdgcTlG5+jt7ZpxKSV6NlMrSNRUmhsbtrlIriSi6bX4WmaRS6reTbFb69qp5SnxUM0IvKUFLJ7HLUeAZSUZS5i0nc/TssV30JIQm+uqIOIQS7kmkSaQ2fRWfNJ36I4nSTSafAml0Kuu6Xl3OKx47QdSrys4G3zWlh07p2tvZEuXpxIc8einL2GQspKSpiLBHjBy8Mcf60AhQpj0WVPlLxNPm291bLzfHvI9jZT49fpl7KABpKdSNaNMHMQCmGYVBTkP2uU8vOxN52ELx+9H1xxpIpTCYTyXQG3WTGqSZ55vAwRSd9jkXb/kz59NmkR0aRdm9En7kEk6aBocNAP0JPwSvPIfMU2idvQf3tDwivfZFIby2+C85DTadh7xZwerD63UiH9mFUVcO8E7Ee3Eh86jLYuR6sDqhvPtaWo1ZD8bxymDona30mBEzEkIuy17zd72f88k/yxBU3MlhzIc0+G8umLMl+7p7vg5Dhw1eyNemnyBbDLEvs7R+loKaI1qE4qbTOG9MuoUEz2G8t5psD06l8Ocj/27oRxyUXEn/mKW78+dN8/6YLiGtm7Jk0yAqm7j2kyrL3sXpljPyvfploNM6i264hkpSovNDHrj+8jOywMvW/vgLbXodp80FLZ22j3HkgCUbb2zGGgpgPHEJadiaGM++YfVXyjz/HPnMKangQbfMGsFlgNIggBQM9KE3NGC4b6BrXeysB+N7YXxoU5MiRI0eOHDmOV+Sbb775f/sc/kdIJpM3H/05nUhjVTQEMFI5GVvPPkQ8CWdehCzLCJENJjsGx3FaFGzoHB6H0RjYTTKqJJHRdSKpDKPJFC5Fo9rvJJsXAhCkhYxnyzPsPfGz9BfNJNLZhnfbE1g8PkZGQ9htFohOMJTQmRiP4SvJp617AvNHPoOQJHRdx0CgA1ZVoOsaw9E0e8eTlLlsyLKM22wgBIwns8cUQmAYBo/sG6XcZ2GS3820gAPrkcSjrMBEWuJoIt9tS2I+ktOPOAJIkoHoOUxmJISUiqM0TEZNhBGKhFRew56NOyg5ZSmKSULzFmA43l2UyTzSmT3K1tdJ2hyIabORTSbMJ5+O2rYLXB5MDjOSLCOpCsa8k2DnJlInX8gb7SPE0jpVBTYsTc0MjidIJDNML3eTSQGZFNuDMp9fWsOmviC9kQQNfgcH+qMkNJ0DoxEGwnEqxrqRA4VgMSMmz0EUV6L1t/MKDVQlO2if8iGcL9zPw1ffQVGem6Smk9QN0FLENJ2VK+fy82tP46xlTTy1v5/yPBsN+W/lwt8ciLNsahmfWtGAz2ulJ6Ixt66U/mSCoXCG4aRBjd/KaDSOgURT4X9GBjgYDOL7h21o/jOxON3E3SUUG0Nk+vqQTDIDyMTtxUiSYCymMRbLYLK4sHVshDtvw/B5idUsYCCSIByKsn8iTs9EAosqkdJ0hksnM7l7C5rHQ+vvHiIwtZ50cAwOb0P0tKDu30VWox7SjfNRtz9HT0k5biNOrGU/5lVnIFU3khIqJqcTUVDMq5//Dp2/eoj48CjmKdP5+vwPYVd1yqY3g2SAYsI80kn0z49hVJZisllBVhFODxzcDvEMwufL+vlm4rx8/ldw2608/mYPZzY6EbqB8HoRVfWMOwO80DLET585yPz6Il7Z0UnnRIpQOEhdwMtLXWNEJ+JMpFLMKs6jOWBH278F96bXkU48iefuf5HnXtrF4pULURMxhNeLoqUwgj2YBjsRSpqMaqXn4Yf4xZ3PM9jSwvIvXE3RpRdRuGw+eEt4QqsgY1Kw+AqxVtdAeT3G1peJv7mD4T0deNLD2HatQxMyRlktAGNPPkBeaQBhtdH1h0dwK3GMRBSpcQYiHCTq8ZP+6R3YjGE+dON1rL7iI6RNNjDnagv+FRxP940c/xi5sZHj3ciNjRzvhcVi+ea/61jHRSbYbIbOhI2MASU+lczOfZBIcaAv68uaSiVRFIWnDk5wepOFCjuAjEnJBpoIg5Sm4zArpHSD5opCuobH6IsZHK1WW7+9iz9ufA39tOzvpb1bskFhfBxFB4LD4ClizbUXcq5hoOs6TwdWIR2pYTUA3RBgQN9YCsMwyLOZKQxmz9EwjKMJECpc0DaWDW0lSXDzKfUcDXS91rdqcBUZyp06PREZl1VB1RIgHVkbXlBBYsO9OJCwf/hMsFrhladgySnI659DyDJTF0xH37QWA5AevwPt79QFt939AFUf+zCSJEF/J0ptHVjcGC8/QbygnIM//T3Tz87WCYrLvga6wd6qpaQHY8yp9CHLMp0jUSq8Cm6LBWETGELhW/duZvHUAs6v96AbBoPhBFVuB4/s6KHab6HE6SYZ1tE1g9N2F/DcgiBSOgWZJAgJddbJnH39dwG4vyHCxi/8gbOmlbCtI8S+wTDVFolFM+oIRg2ap1agGxoqOtUBJ/uCE0wPvBX4f3hSHg/tCzEQiXNWUx7T+yd4dGs3pQV2rju5gQc3dzGjPJ/Xu4cJh6LMLja/Y1/l+N/j0Z3dePLszMmzYCouRgMuejrFjy4FXTfY0JPV+Du9toAEoN38W2xbHmfrQBAlo2O3qIhEGlmSmOJ34TSr6LrO4BtDuF56AU9ZIbH2bmxLl6IfOki6vxPNYsUY6EcGrD/7EvKshTS4fUjthwjt3I10xM7HYrEhFRdn1c8SBnPu+QF2l510tIMb77+dQFURxmgL4pFnMTCIvrkfgmNIoX7SJy5HLa/M+p9XN4HbA97irAigPUCkVbCle5jKQpULHunjGyvraUrFwdBZN6xwcExwwcmNbOgdZnZzJS/sGyEtVP74ZgcBr5mO8TibOsJc1FzG/oERTrzsCuIvPoalopyfbf4TmUwGRVFIbtmUXfyfiKNsWoskSTjmL2T7J7/OlEuX842mcpKJBJTWIEwmDKuDjrQbiylKXxhkIXCpGgiZmN2LZcZU8guHsKop0DXMbz5PfOEpSIPtePOsaE43iSefom9PG2WNfgzDwKiqRaqqha/fDEBs12EyHSPYly0l9fqdmD5xw79/4OXIkSNHjhw5/k/xj5Z8/seiKjJWVSYjS1hu+QGm236CKoPVJOFxWrFbFE5vKkTXBZ3RbGCazBgk0hm2D43TPZGgzutgfmk2KOqIZXPA84rdLC33Mb+qgD0fu+nY8fbPuxgmL4Gm+TiLAlDTQDo0xLfOvgHDMPjzr/5ModWMJARmVWA1SeweDtESDFMfcNJQ5AIMqkt8TKQyhFNvt/uodBmUO3UKbDpFtncXXhIC7BYJq0nCpB0JkLVsVpy5a9CcrmyArmlkAEZHkZUjGczRIXB4SA2GMByev9u/5YtmIa1/Ds2Wh7kwkFXHjo8R69jPui//AO+pq9h+z6sMDKZJf/M6CI0CFkyqhBCCcCwFSAhZ4LUr5DtN9IQSnDqlgEgkTkO5n/FEikKXhUqvlYVV+WDopDMZCp0WitxWbj+nmR8etpJ4/AGM0BjGWCibDgdWLKqlMuBlbpGX11tHqPZZqPYoDCvwSL+OtySPeUVublvXjs1u47XDIdbuGfmbdp5SnceqmuwY2NsXx+ZzUpevAhJjkTjD4wmm5dmYXeD6m21z/O8TPNROZDTG13fKGDtaMcJhvn/RPDpDYQb/QoDpsQODaLOzZQp7zbVUO80Ueuzs7Jtgbkl2FtthUnjp8ABr2wYRnQdRq4opvOA8zCUBeP0lzH2t2GcvRXb7SR44wO4tA+D2oA0HEQ4HTJ+F44IL0chOgiVbDjN664/IZDLM/8U3sbXshNefR2x4gUB1MfhLYSxIbDQCDhepygoyN96CXlYJ+YXZ4DkeQXe6YDyE1rKD5J9/xbpRM9vbh7luaS3LGspZMyNAOB6GmplEiqezrzfE6HiEfd1D7O2PMpFIc/WCMsYjaQZCCcZiGpUFXgIOC/1pDYcnj2u2ZLCWl6O9+SraK08jd3fDcD/mSVOzCu3th5CWnIIwQB+P0nzXD0iUNvDqrx5juGQBCB3SCUQ6icuqYlGg1GMhnobnh808sDeWvU9JMu6pk6GoHG3JKWQqJgFg2vI8ztnzMDQNaiuZd+58hGRGPvNCGB7A0HX46AXYr7mC1Ogo5mUnoHo8uBe8P6GxHDly5MiRI8cHm+MiEwxQ1LUBuayOiYhEom4mmQxkxgCho0gCTc8Gkjv7xmku9QACkwKHB8IIIbApBspRpWjghAofIMAwQAhWTAmQ0gp5qwJUQSuvI2EIzFOGyZQ0wLRl+G6/n2tWXsN5F86jzJ5hICkjjmRxJSGocFm5f0e2bm1OsYdkWmf/aBgMmF7wVlZSOjJ9YT3y/4aerChWxTv4yD53aAiApUKm3jAwgsMYuk4GG45UCorLQNcRDYug/zBxWx5fnHs+P9l0L/r2rWR2tsDgKHz073Tw/h0kbSbMFeUY0TiYTBiGwdaHXyfPZsUbHaL0zu+RTqcxTZqXtQ6OZrtvT8coA0kNv6QhSVlBaQkdTdPYmZRYM62GPSMT2NXssvGW4AReoeJzqXROxGkfjIAsOLG6gItPXYRWlgE9AbpMR8pMz/rbae3I9mlc0zArEu2jUTpiOhu393PB7DLckp8UEidN8rNh834evPWP2Xad+3btNYflrZ+vml9Oz0SKhvzsi1csa+DUW9ZiUiS2fOvEv9NZOf7XkHSm1hWg6X60x+8ivmuc/55Rw+JJfiCFEIK5RV4kIQinBDazwj0Hk5yeZ6AbaeaXZEWqFpT4EAKm5duQVRXnDb/CFO0h07Ebo6cNmudCWkO0H4BMGiZgyqFvAAAgAElEQVSg8eJVyP2daCO9sGkMI5PiQE+CqdVeqKmHQ0/RtvEANSPfxGyzwcfOg8pqJF1HAJGH7sE+by6K1YxomoGFvVjTo/CRjxHrakO12KFlZ9b7uiAAmTTWj9/ALEsRTUMpblnbCsDo6ARDwyHevGYyp/3xIOfOn0SFR0Yymahyqdz5xH6iS6u4ZEE1iizoCUbwW83MrXZS5LLgt9kIh8JQ34yxcyOGgNj0xThTIzDQj65ZiMcz2OJRonEZ/ae/AMDxm/s5YcXZSD0HYXgUo6iYjKYzOBajM5hAkRQ8Vgmf1Uy+3YpJLyRjt5H600Mop63i4Ge/gcthwjcUIUIKy65DWbu3kgLklWdmtRgyaeTZyxGAvasdzebGs3gmhtUG4TGE8p9RopAjR44cOXLk+J/luAiCR2IpzIEmMvEQcbxYgME4xDIJ7MKCwECWJHqHxjgUTtJ8JCgVQlDsMeOw2Umk0kgi+5rDopBKa7SPTSDLCvU+FxlkOodDNBTlkT6StN01ZkLXDbw/+iWR8y9DMZlobx/hwfmfZF3Cy+hFt5OMREimjKyVEmBSBbJiIs9j47KPnERDQwnleXmEw9F/uh/G8+fB8OskS2oRkmBPT5hFk+Yjd+4CSUISMaKdB7nhu0/y1S+swRgZRCnwIS2fA0AMEB9ZBoDx0Nq37Vsqr0FvPYDR343W143cvADjwG4mX3MpluF+Oh9bT/mBFjCSdB8cI3bvo3RpSQ609OMqcfPVn7zM3JmVdAVT3Hb5QmRJkG+1cHlzAc93THBimZXp5TY2tKTx+1yce9urfPeSZqaX+LDEk5jdNh7e0kFTscFp805hYmyQOz90Jisff5rH1h7A5rUx0H6QM2dUkk6kaIunKbOqfHv3AGOqyqlT/PgiCZwCHnx1+/vqT6uUprU7yPKaUmQpm2Xf9/+W/dPfU47/Ob5/5UreODyOxWpGXnAC9okw5zeW41UNrFYLD+/uQin1A9A1lsGvZjh/yXQ29QzS6HMSMlTc6TQmU3a6q2U4Sa1fJWMyY4wbyDWzSe7fg9zZgZg2C/wFANiqpyBcDiiuIPH4YwRf2YLssDH16iswVBsbrv0edTd+kqYCe3YlhmYgqmqys0SAbjbD+g0YCxdhWrYKzGas9Q0YZhsiPIqkmhCJKEyejRjqg952JHseqfbdvK7pVBR5KPAkWFDiY2P3OGajhI1jNi5ZNhUNSI3DyTWFOFWJ5dOL2dYXIphM8+mfb+Cy+T7OPnEGibEU3gILP1x7EFmGMekgTrsbQ9N49pvf4ZybrsdQg2DoqPX1iPb9KFXlJLY5EYrC9bXz+H7PToxoiIMFC3l1cxcz60p5Zms7VreZeDzJ/uEJrHqK1TNqkO0eTDY7fPZqovfdx5RffJfY12+CV57D9YXPEfrej5EvvwybVYJNaxFAWodd/iU0BwwyhQFi9/wBZ10JwmQFs/nYhGOOHDly5MiR4/hGGMY/72H6f5Hx8fFjDTPZXMceffpDURRDY9dAjHxnNqtjUbMPtBORBH9uDaIAH54cOPJeNtWayugI8dYDlKFlUFWVjb2jlFklij0edvYFqc53YZZBFjKaDqlUinubao45xdqA81q7eLFthCKTTsZkIpXJMDQY5Ow5jQQjMWQDuntHuOKGX7J66XS+/rnz+OOjr3Ljx0941/Z2hrPnWeHS/+a9Q6NgUiUkPUNV/wZGXFWMO8sJxlIsto4iJcIgSxjbXyWqOjBJEqaiCjZ+9ms03/IF1NgEqGZicz+E/Mv/wjxvLrHmlW87hqPlNXg1636VqZmMUlaJnoihxSRIjqIWFmF0tPH8bx5j5bev5/wnB/j6ZWdy0fV34Mr3c/u1p3PxT1/ltEXV1JVm/VXnF3vRNA1FURBCp8IFdz+3j4c27KY1mc9DX1iKzayysWeU7t5x8vPtjEXTXHtiHSDY2zWARzGTkE1sGQhyy93bUTt2Mv3kJZxS6+WuHSN0vrKO5373ZTZ2jFLosRCJJzCbVOq9TiQJKlwfzOvjLznezOtbRgzCiSQL8yW29Y7i9JWwsXeUCofCeCSDx2VBlmTMGLjtZtZu7SC/xE1Ug1Nq7HjMpmP7agtlJ8ZqCh3off1Y1v+WSHcX7vmLEW7/sc9lMiDLBmKwDwIlANks5hvrmKibikuSYc8mdAwkwFi6+tj9Rtd1jFiMTPdhQpjwlZXx5qe/ycJ7vs9EVw/O9l0AiIuvB0kisf5pzHkOUvEkV45MZ0GdFxnoC8XZ2hvl1Ml+ELCvtZdptSUc6B6hqcxPntVEnkWlucjEGz0J7nmzm0KbxIn1AUYiGdYfGmJmXR4zCjz0hFP8+JEdnL/ll5hsFi698CTUZWeQ2fQ8icNtiLJSbKN9UFyOvmsLhgTyuZ9B8hSwa0zGEBLb24co9NnJs9l4dEcP63b001Dv5/QpAfREirMy20ExIRSJ9M430WUbsqyT2XUAqaESU8MU9IEujEgE2WyBoT6Mk85hq6OJ4OgICyM7EVtfwj5rIYSSGIe3YBzp09j79D3P8e4cb/eNHO+f3NjI8W7kxkaO98Ltdv/bZquPi0zwaCQJGPQGk2iazuGOLmoCedT6PSiKwsBokkKfiU4ENy2vBmAsHKM/mqHU7UBRJIKRJEMR7W37TWZ0ZhbmEYylGIgmMasCp6rgtMhIErjNEqpqY3p0lMGDB9EliW+cdjEXfPq/+c2PPkMokeSZlmEGoxoCiZ3PH8QugcepUmiBlZ+5lBtX1vPcuh1c+eF3D4Df4p0Dtq89tRezWeXq5jz0wAKQsw/xDhXCh/fjnjQVIzqBPusk7OueBEkmsfZZtPEx7jvjas78/Xdw5DkBULRxxOaXUV97jvQ1tx47Rvze+1FXLEMuyCe6fw+uwW50QCgqSkEAtm+Ahmmsuu5Cekub+ez5KX7+0m6+9bkzuOKWh9i0rYVPrpmM1aISjsR4vSNGe+8oP77lt2DAy7+5BlwBFs+bxA/vfpGTz51JMpnCLEt0DoZpa9nPDO9kJhfYaR+KIkkCRZaJCoFVkfAAWmSEFWcuwmt10pPU6R+IcM6pM7nw8z/iw6tmsi7u4UNzSjg8GmUomuSiqTkFww8iV/1mI4VeG3lnVVFaXMxo3MCBwVgkgwUIOGwIIXDKgogORjLNlEIvhmHg+Suts6PK8k9t6+Vb3/0ee+75Bs5bv0Y8NIENsteaw4UWHUFMxEi27sZ2JAi+ZuHH+NnWh9n50NPMSPbgCBRkA2DA2PkGonkBHNqPVNMAdjsPPLaZM64+H9XhIJOJ0//8a3Te/wwLXn4So3UfRjIBsSDmpashEkW12rg+4yWZ1tjUF2R/b5STGz3U5lmwqyqT8+qIa3D7G/08+nof1UU6D155EgAVLgsXz64gEovSE0+RbxNoGWi0y2zuGsVqNzF7aiHNZ3+HBeUeBoWLQGqYxO5N2KfOBklFHxlA8hUiLTsNwzDA7mBrUEaWsiUgweEoG7tHeen5vdz6uVM4r7kMXdeRJInXg3FeyF/I4dExrnR0oq44l/TaJ6C4DLOWID2WQG/dR/JgK+qJKzE69iGmzEULVEMErntgP+tsT5LZexCrrmfrR7wBpEwMZixCGuhCD5T/G0ddjhw5cuTIkeP/EseFRZLFbEWRJUYjaQA+dcsjnLRoEt3hJFt6xplf40OWZLx2FUmSSKfTDMXAJMuEkzpjcY2kBpFYnI3940Qn4ngdFiRJYttgiD3DYbZ2hWi0q/g8Dh5/ZRdtvWN0Dg6B2cVIJE3c7CKu2PjegIeHv38xTpuK127GqcqcM6OUE2t8vHJ4lPllDhqLnOzpm0DKwJQSJ5NrSvBbQPk7UxYuk4HbfMxC8208sS8IQjC9wkue3YQQclYRTRKE88rIv++/YP9WxEQIccbl0DiL5E9+zD37hpi5vAlPXTUbb7uL8vM+irrlRXRZRZjMaCO9SHvfwGiYhSkxgur3IVQT+uEWBn70B0a3tpDXVIbk8UNpJcgKmslHprCGnUMRHt8xSDCU4MdXn0pleSFDiRTzivLY1x+kxO3gwFASU3yCkZExvn3VqciyzHhSpnRKFRlN0B2KU5/vJCkMKqrKmFlVgsNhR9N1JCFA17GYLRiGQYHbzqSGIpaUeynOd7Gnc4idb2znK59Zw8dOX8zqWeV877nD7OwZo7LIwlhMZ3HF8SFudbxZFrRNZHDbTXzviTYK3IKHdo8yGs/wqfkBdMXG1l2HWPv6HkYUQctIhLiuU1+URyqTwW9/u5bgH9/sQRIyOwfDnHLyUpq0HozGmcj338WmH/4RW1kp1vJi2n//MDYpjeQvRelqgeEBVn/zJtLFpfg3PY2jrALRPB/R1wlWO0gmNH8AyZ+fvaiFYMqimTx+y89oqvDh8it0P7Weyg9NxTJ1Abg9yG4vwuUj3boXOb+Qh9qSxNIGLquZMpeNplIH924dxGLSkdM6XredoWCc6iIXA+EY16xsoMqXdRp3mCGpy7SHE9S4LZS4Xajo/HZ9F811PjQg32MlqQkKAqWoqkrS4sE5cADKasBiIbX/EMrU6dkl3ck4IW8DW0YSdAejxDIZdKtMwOti+axaWoNx7t3Rz4r6Arb0jDE14EQRgoFImqTVQ6BvC2rDVGQ9Q9xsR4tGyWzZjl43GcuKNYiaaVBey76EHVmGK5ZUMz5zMaWTKohGDTJ1jZgqa4j1jJC44070Zx9HfOTi/4XR98HheLtv5Hj/5MZGjncjNzZyvBf/Touk4yIIxpCQDIN8a4Z8u2BWYzFruyI4HWaSBvSMhyn32PjTzl7aB8IIoaDIAl03/mIJtMH63jGWV+VT5LETiqewqAqtI2OcUlvE/AofdouCqirYLWacNhM1lcXoBkf2ka07Pn9xI6qkI0kyIMh3Wo4+47Ks1ofPKlPhdeN2mNi/v41AiY9QIklD/t+32zm6j3diVV0htQU2Cp02FKGgA9FkEpuiIGFQuGARovkEIm++hnlSM2ga8pRaXrrvSXbv62G2OYWvaQrpZAbL/q2YnTZkQ0cJDqJGxkjPXoHViGC89hxGx0EGtu8hdGiYhzyT6Fx2ETPsURACLTxOLDiAaJjNroEwfTGduKywrq2PuRX5GKR5Y38vTaUF1HptrGoKcPIJ07jlUytQlOyS9U29E9R7nTQU2mkKeDjj639EV53ML3XhtmcFqiyqjCQJNvWF0NIZbl/fwaxiO1U+F1arFUmWcbmtPHTv81x14cnIkiDPApY8O03lHj41q+i4CYDh+PujNJYwKPZYOGtGgFA4zTlzKphU4CTfLkhk0iiyDEWF7OkLE/DaeX7nEIvr8rnvtcMsm+R/276+/3IH584sZUqRm2KnCVtBMeGeVvIuuJzSE6Zj81rgpafJa6hEKi5j71Mv4l9zBmOGCcecE2iL2Riceir+yiLk3i70iRBaZQNGQTl6OILish+5sAVCwKR5MyCVRBsYouSS81Dy/JhLSknLFqSOVoxNTzAxPoylspGNHd28fjDCzOpsXfIkn0RkPAgmM6UOlXtfbWHVzCqqC5xceULxsQD4KOPxFJ2RNDEtQ8BuZe9AiEuW1DARTRJPamzpDGNT0uSZbbT2BSn1uzB1bMOIRhBWO0pRMcSiWRVoSWaTUkZzwEkwqlGZ5yAdTxI3YFqBg0giw3giiYFBwGWmIxwnER6jfUzDMEnMbnkRaeYJ8OoTYDJhaZiEaeZMEk4T5qF+KKnCWP8Ic37VQU84TsfIOJUFhRREOrCVFKEaBmLvdtKHD2BdNAd1cg2ZyYv+XUPuA8nxdt/I8f7JjY0c70ZubOR4L/6dQfBxURN8FE2xYJIVtGTkba//YU8IwzBQZYHQYVaJB1lIDE/E8R/J+AK82D7MzHw724ajOIEJYLpHxW51ZGveMFAUBUXKRqOaoZPOGMgSpNI6iixjAGaFY/s8SsvwGPV+Dy3D4zTku4mnNe59dD0es84XLjrxn+oLHXiqdYJpBe4jr2SD8q89uIOLFlVydpWMLBuE2ztwVlYAYLRsgWB/1r/YU4gcDqK5PBjBIEqeF0NR4LXnAYh+6rtYd7xA4s2t2GzAvBUQ6qV/2tlYbWacv74eqaoe7ZEHOfyNBygKOHlmdx/ppE7PaJwL5pbSEophVgUPbuxk0eQipgY8bOoOYjdJrGlwv6097WOCTX1BXm0JsqDGg4HBpdP8XPHgITQDKtwybeMa+7Z3c9maGlZNquSNviBzAnkE43FG4xrbOweZZLPww5facNpUnvn8/H+qj/+TOd5qdH6xqQeL2USdUyWqSVxyy7MIoP/35wGwrj3Cto5RCgqyJQB7OoOEMxJXzPIxveTtY3HvkI7NJCOEwDAMNM2gsdSJ/NzvUReuQhJkJ4BSKYy2vYjoyDERvIk5Z9A5ng1wG3c/jKzF0Pe3IFVWkdmxl+SKU3HYzEhHdAkMXceomIJx85UIsxX5278GQ2frqJknDg5S57RwyrQA8fAIpS4LM7/6ElVlTq46fRbRdJKl5Q4ge/0cGAySTmW4b9cwmUyGBy+Z9o59dXRs3LdlgJ++1EZFWR4fnREgFE5RXeiipb2T214cYFq5i1vOn0lRZgzLk3dh6jmEuvp0hDOrVm+UNTHuKOGFAwP84YVDXL6igf50ilKHhUKbiTe6xxmKxTi1Op+doQnsyKSBfKeFO9ce5qHqPQjZjGFzMH7HneRd+9msd3pFE5okowLf2TaOQzNxUlOAA72j7Aum+JxlJ06zjK4ZCKsFfd9OFLcXVJXI0nP/tQPrOON4u2/keP/kxkaOdyM3NnK8F7ma4H8xIwmFRMpAVZIkUklSusCsSvxpaxsHRtPU+ix8elEVT2zbzwn1tejC4Il9PTQVumntCjI14EIScEKZl3XdQU6tLWA0ksBjN2MYCWKxDBnNwGy2YFNBSAZmRaYnmEBVBQ6bhWg8zeH2XioriklnDMaTCSaiKWoCeewcCoGhIYSgscBDMBbHYVK56KzF1Pv+eSvng4NpphV4AIMX9vdijIwgCUG9V2dXVx/XfukBev98HRNVM3FEu2G0Bza8ACYTeiKFPNkCna3IsQlYcgqodpB0Yg0zsZ6wBmXnBhL//VOYOxv5vOvQNz7J19ZNEN+3iTVLGwmVN3OW38u+7zwK6Gze24Pfbga3itdrxe+Cl/tSTLU5uXJFEwC3P7KN686ama0l/KtaZ5eU5tbv/JYvffkT7B4MoxkGTPPzkWl+tg3G+Oj0MiKpNN/p7+bUyZUMDAYxgM0DIQCe2TPCqVP8TCvK41N287tm0HN8MNn68ps8+dwWCvMdfPGGS7j0vJkUOd8Su9q6v5/NoTQlwwlm1bm4ZXXtu+5r+bk3YjXB12+5irvvfJqWrkEaV67k0NO7Gbt2iGD/EO6LP0/EUoCzRmDs3pDdMJkiIyw4TGnMqkxP+ULKQx2MmIYp3L0V6YxP4Ow9hCb5EaoVAWiShGpopGQVvXEWIn5UMd7M6fX5mIQgltQYSdp44M0Rav0yk2p9uMwqQ+Nvqctv7wuSBOq9Ls5pVrLX4ntwwewA963rYseufq6YpKL68hlKJrG6vHzto4UYWoZfvLSHm8+eib3MB2U+GOwDZx4ICUb7efEAdI4Pc9KsYn7ySgu3njubjb2jBGwm5pW6qM/30hkGXyTOaDp7zfdOJDh1Tj6RaZ/A1b0TI9RH3pWfhlQKoZpoSXuJp2C6P82v73mE+UsXoZlU4skUraE4l6VqeLBqiGByiIIp85AmIsR270bJ979Hi3PkyJEjR44cH2SOiyBYUWQcsoGOjKpCLJHGaVX45JJ6du3pZVpTMQjB3Jpy8j0W4vE0pT4H923vx6YI5pV70Q2YSKWwmySsJoHDnF2eK0kQ1qHGZyOaBHSQyBCOQp7ZTG8kik21oOkaddVZQZxYMoNVCAoC2SzJX/r/Oq0yCgr7RmPoukG9z/FPt7/Y7yAUzYABM4pc3LdxJ1d8dDmGEGQMQd0XLuDlnjQW8xi9PX0Ik4lmQEqlEBLogTKkjn1QUZcN1o0k2otPki6YBl+7AjoHYM0aWLeeTFc7qSlLWVpspz+lcziuUVi6hKhoJZlIkozH6NQljGia+cVOxuPZOu2efYeYs3wef97RxYIKH6Oazrq9/dz90gFevHHp29rjcync8YOreHrbIaxOD6Wu7DDujaWp8FkZjUToiSS5/eMnM0GGgTQsr/ST77EyPBLhjdYQup71IT6hsiD7peU4bmht7eXzN32CskIv7Zt386kzl/LIMxuB7CqI1ztDvP7gE0xdfgI/PPfkv7uvDy2ZTspu4sknNyJZVJ766dV85v793P/Tq+n2KRS9+jsitgKQJEJtLTh2bEUuK0WEIuzqGSeRipPQzbgVG0WNTRS88RiJBcsZGBqiaP4qem//OrVXfRVSEbB50DEwffPn6JkMTIxhdB+kdu6ZdAzGeL59iGqPjbFEmmKnhX0RsO1oY53TSqh9mNWNzQB87nP/TSajMae5nhs+fTrX3ngnm+/+7Hv2208unwsICk0GgykJp0Xi1kf3sfGF5wCFpXMaeHTDQTbvyOOOj8+ESASKSjGAvRE7Q7F+nmlNkKcEKQl4iUZj1DpMqKqKENnJrgoXHA6amO2zsrkviBCCrsNdXLF2P3/49GzEzk1IDiuYLeAtpXc8gVNRuHdnkKtWzaRDwLbWQRZW2vji0hpahyeID+yiq+nDdE1kiEetzK+vRp48h5SmgSz//UbnyJEjR44cOT6QHBc1wZ3hGIm0gSobJFM6zx4cod5vQUhQVOAgldGJJHXyrCrjcZ1wUsMkS5w1JcDqqV5ebg8xHk1gNWctRA6Pxqj02ukfj9PoM7GnO8zeUIxJfisTSY2ULqEDSU1H6Brr20apPmK50zISIU+VSWoZIqkM+U4Tac1A1w10XWdLf4gCuwWPVcVvUciz/vOZ4I2d47gtJhACq8VEfW0RLrsdAx2nxURpsRev24HNYqa0upJnDoVoNiXRhEraECh2E6KqEdx5cGgf+APQcRBLdJC00LFdejmmsjLUeXM5UDQXk8fP9v4gHlkipYNZFZQ3TeHlzkESKUECWFjqQwhBkVNgUeD863/PpWctobHQxbQilYdf3E5BSR6dBw7x0eWT/6ZNuqERU6xcNN3PnJJs/e6e4TiyLNEbSWAImYDTiiwkfrWhm9bgBA+82cO5zT5GommsmozdJNNYIP+N4u/xxvFWo1NQU4ukpbCbFG6/ex13b+xl9YIaplVkJ6OWTiqhy1PG11bWUJRn/bv7mtZcz7DJwfTJFZRXl1Prs1LmUmgo9RNKK+QvXsW5P3uZF/YPMWlyM6WeDMLro7thJQe7+7Db7bzQOkA4oeGIarh/eSvGlDoecZzImGZijnuC6EMPIOwmkk88ipoYRKqeBobG1nSAsKeGcDzN3kNtzK4qIt+ZnQRa1zJIQ6mHU5or+eKNv+O2a5bhctgACMyazqrVC/jIsukkJJnrzlqIzfLOyyH+cmx4zNl/igITSYlkBoo9ggUzJzFr8XTq6orBZGFyYyWNLohtfgG1soFkMsWeMbAqCmfPKGZGsYultSXc+3oHg+NJTmpw4zHDkSoSDo3E6ArHcVlM1HodpM0WpjWWUV5YiNq+FbmgFGSV59I1dCfT9MdT2BNJls1rpLncz/RyNyV5Hh7c3kG9XWerVAVmQSKRRimooPThH5F44jFo2QALV/+LRtXxx/F238jx/smNjRzvRm5s5Hgv/p01wcdFJrgp4M96baaifGvzAACvtY9w5iQvAJ2x7OciKYhE41gtVrrHorSNRTkagkYNaBvLLil0qgqRpE4ynQRMjB35zLrOEFMLPMeOK0uC/369h68sryGhazhVlWqPnY7RMJU+F2ZVIZo0EAJSqSTd0QRlThuheIYZhQrwr8lSGJJ0TOBLAG57VgDHpKhoOmgIip1ZUSlDCOZPqubhUAEqKdYk9vKLYTuX/vpbSI0NWD0KNEzFcPuIP/gU1hu+hFDVY8dKJg06kglmlQa4/dWDTKQMrJrB8knFaIaCIUvkSRJHS9EdR0bgk7++llXfepoVTfn8/PLZrFrUxH1PbOS809+5VrfEZeYc19ujV7si8/KBYbwIGhuzyx0NA25c1YBhGFR7sgdd3ViAboDf/je7zXEcIAnYN5bBExpn3prlTC928LHFRcfeL3TAXee8v5qlyjyVMo+V53YP85VVDfxh4yEuXNjA9t4x7HaVulSGK05sxGYxoWtpSERBkgh3vUzplFWs7xrl0tm1pNNpEhkDHltHUpg4V6gIAQNVl+E15aPMX4ykp+lYfCFVE90YnQfQS1cwYcCWw/1s7UnRUAsum0xUl1B1iZEIPN4ZZc2nz6M08NZDxwVN2WD/js1DJDWdJeWBf7gPU5kMsixzOJpi08Ew08uddKbi7GqLMLnEzrIHv8fEDb/HcnAtvw5V4PWkWffim5yycg5+l5XB8ATzp/iRhcD6V3+FHtw2RBKYYUpw0/PbmXTiAqyAnExxWp4XY+92JIuFTdYqTp5ajI6gVQjWdowAWX/xW185yHUn1DIaTTIy1MP67lHqi900OS2kJqJYptaT2LDjXUzlcuTIkSNHjhwfdI6LINgwDP5aACymw2+2j7Cm1kWF6616wD/1JJhXbGN2iY/NfaPoBiwszeOFllHWtQexKfCFE+sQQL0/u1RZBmYGPCDEsWyGZoAqS5xfa0JVFI6GibIsU+N3kTYMIHP0VSwWC454FG9qAp/PzL/yqxmJJqnyZM917Wu7+OoP/kRdlZ950xq46uOnEY7EiCbSqLKE164AGaYXeMizwst9VqZ5ZTLhIJGUgWy4ydu/i4PP7qB6xRJ0q5XW3zxM3cc/jNbTQSZvDvGMIBZP41R1IikIA7KaDeh/+8dniYZ6+cV/fRFN04+tRqxx2Xnh5tW4lOz3dPGiSi5eVPkPtdMiwUcanXz2lrv55DUXksq4kYVg+8AYFhmqPdmHf+/wmn4AACAASURBVK/tX9GrOf5TqS12ExKCRDqJM5LiqkVF773R32FRVQBDlxiIxtB1he1D48wp9bB/cJyNHaPUFrgRQmSX31qdIMv0VU2l0GLBalaIZTJEMwYes5nBuIJJMbApGVSTStrQMJtl9P1biZ/ySby6TnDLLkb8jZhkkdUeCMU5f0YxNkXmrlf2EtEtOFwqlS4TrUNRGgLvXFLhcKj8/y22kCSJezYfZkmFh5fe7KbIUULCEJw0qxSA1it/DeNJrFNOprKlHyFLNMyayu+29uOzyXz2hDpKjnm+vb0c4Y5zsxMQ6zpjnL5kMi/t7SeiGQQcMi2B05hpeZNUJMycPBd9E3F8NiuyZDDN70E3DG56cgc3rJzK8EQKl83EyEiUOXXlPN0yQqbEYMlYnExbL1T+48F/jhw5cuTIkeODwXERBOt/oQb94QY7j7REkYTArEiMpXT+UiLlzBobT7YHcagqJ1d58ZgNuiYEkwrt9EzEmOS3sfbgIG6rifOmZbO+9V470pFs6ystHUwJ5LEvGEdRZeZWVTL/jK+AYuaJuz5P7/gE08qKyOYws3nmAquOVTWocOXxP0GeRcUwsk4r1eWF3HTdOdz+68c5a9VchBC4HLZjmeJYBv4/9u47Pooyf+D4Z2a272ZLei+EJBBa6L0jghUreljP9rN3vbN7lvP09PTseioWbFhPBUVBeu+EQAghvSebsr3MzO+PcKCnKKcgKvN+vfJ6ZXfaM7vP7s53nuf5PiJ6lGiU+k6It3V3B7WdegKb5nxMuKSNKX+aRdDTjGnkuQT/8RiebTUs+fArMIk4l52L2Siyqs7Hu6/No7O+GSQR/8z+dPmCjBo1iEf/vrX7NQEaFz8AgMUCWT+zXSYzxkhjF7z1yHU8tKwap7U7EdasvlrXG81+PV0STQ2QnJlCpz/0s/dn1ikIRglkkbNGZPL2R8vZaYshzizyxcJFDBk5CiEphcm9UniiOZXdC5dz3lXDaPF4KIy1EYooJFlN7Kh3c+LADKpb/Hxe24xVL2GMyKS2V7O03/lIlW5CsoI+bRwDc5N47N8beHPeZu6/dAxtikpjbTufrmulqIeVrbs9XHJKH/plGjGK3/+5MggCJumnZYUTRRW9QY9f0PHkJcN5+OUFZA3oxXnJTiRRJOgLYLWZ2FbTTmNYRg0HyLKr7NndSqNRx7qCRIpiLVhMCvD9Xc4XrK9mYHoMlV1+LhyWjYyEQSdA7Ra2po4hip5AVGZPhxcDcMHTy7GadLT5gyzPb+OY/EQEQcCZnUil20ffFAvFTT6MF12MLi4eZdkS5J909hqNRqPRaH7rjoog+Jv6JMXQJynmO8/LMtT6RMDM0FQzoOIy/efiUSXZbqJ/Wgz9XBYSHQb8EWFvMhdwWgxEZEBV+WyXj3cW1XLrWUVElO4W6PGTh7JnWyWV7SHaPAoByY2sqvSPtWAxGjHrf/643x+S7bDsnUdYIGo2MXlUP6ZPGISKjKqqRKJRDN/o0myWBLa2dqGo0C+pO9AXW1vw1HcxcVAqqhRl6NTBsHEFluMnM3hMBxGvByUSYX1Ixm6SWLumhPuvmsHjL89HEkVqO/z0S7Lz1qZdPPj3azAYDBzqpMzvbKzh/RV1+x4HS7cRDkWZdb82FYrm29LT4wCBQWmGH133xyRYwKWHlzY0cNukXCZNGkpTQMEqKPwhNQmfIlNW56estYttXRK9p01lh9tPPJCR6qDdH6IrHMHb4ScQVSmubWXTlnJee/lzpp4wih4zz6Oi3Utlkw+jTuD0/hl8sbOO0uI9XD5rEl/t6WJUTyM2nZ7kDAduwUCjp437X9vEF38eTbrj+we9n9bb+b3PHwxvMMqepgD5CVY6gffuPBF32MDdn5eiAJ7aWnJyXFw9cSAb1lZR3dDMueMLefPa8SiqSg8nRBXQ/8CIj/F9kohzmOmbk0h7IITDaqa9w0PJwD+yvrmZzpZ2Yl3dbdmfFbfy5rXjUVXIcSp8uLM7+Z0kSTzx3g6uOqUXTpuJJIcRcWcF6HUIdq1LiEaj0Wg0R6ujLgj+b7NufpOFm8tJirdx9bnTCIfDHD9p4HfW04kig1OcZHXnYMJh3N+6kmWHqq7ukG7uOb2p6uoOanfWtrG+MczM40dSdNUMWto6GJiZ1t0ki0qmnf+e/eewiEQi6HQ6VFUl1iiyqaWLIclOVDXKuqbuVvKB8Tb0Oh2CoMMXjZIWY947bre7gMrAsUTfWI6sKFQ1Bck9cwaKouC//S4ALM/NplpMxCEZeWH+NpZtrWFI72xUnUhzcydvb6yjoi3A7vU7KSrKoyjeTG6i6ZCe5zGFifuC4DvPG8hjz8xDiWptPZrvyrIf2ozg0/JcSDoDZe0+Uq0GchJMBCMyW1oFHn9tE3eeN5DecTG4rEYybSZWN7YT47Cyut6NGQgAJqeF6lYfCS4rtQ1drJp7F+FIlNgYHdE2H5mJ3YPYRVHhla+rSe2VT1iQmZbnIDclno5QCIPBwKX948lxmRia4TxgAPxzFcSJ/HFYCt6IgC+iEGPSEWNScJlF2gIKj144EUHsHn9tNomcMrY3aS4r5z61jHNHpXPZpOwfDIABQkE/nQI4k2Kpa/FgNJjY3RXFL4R46u3NXHLKAACiQS8XjEhmZWkTW6vcPHRGAaf0crGnuyMI95yVT6zFQs+kWNr9Qai1Qd8x6Gvr9g1I0Wg0Go1Gc3Q56oPgVk93sqsPnr4OVQVJ+k+r7MFHp1Vd7Ev09Ma2VoYkOzEZDLj3Lh/YIxlBEDDbLOj27l8QVNzB7v+TdYd3ih5RFFFUFVEQiHM4cEe7kCSJZk93V9BEixGTsftiWVEUrAYDK2tbEYD2mjARRSXR7+GUiycB4Ni7X0EUISUJury80yzhF4LUVFbz0eYmZk4YzOJaP6lOB9effwJhm4HSlgCllc3cfsvT/Pvpy7ClZx7S88xKcDH/timAQpYdzn5q1iHdv0bzQ1oDYQC21XeyqSHCxcMySBPg/ZsmsLa4AUOigwKXjV2NXYxLcrCk3kOMAOydp1cvgKJAZauf/ztpCJ/vbiQQVmho8/L6nK9Z9vQllLR0sqTCzWljMtlU3EqnP8SC9hBDxe6eHKN6OLA7bIwzGDhAwudDQieJjMi2EVXUfXkQAK4e2xNRECht8jBncz02g8RN43P3DhdRWPSnUegPsgt2vx5pNLd3IQoCy8o6GTwxniEZLjY2tXPvyYXMKfeSG6tgU8IMSzdhTpPom7Q/6K9oaac5CpvqI0zvpfJFeTMWYOSAsYg7VyMp4UP8qmg0Go1Go/mtOLz9cH9F6toDiEYbit6CYLAhGrv/vnzleiq/fABRFNnZ7kEURWxGHRbD/vsDWXbIjjeTk/D9aWRqO7yoavcUR4FAiA1NnUSjUQYmdHe7bmxz83VVKzvafXgCQVz6EFl2SLQoJFoO/xy12fEm/KEImbFGBGBAkp0eiRYGpscwOMlBpt1MRFGIyHL31E6hMIVxNoYkOVhb2UVpo5/mITOJuBIBUPX7LzStV1+H9d77CItWrHqJRx5/i1MG2VlS2kx9VRsP3XwGi3a3UBRvQycK3HDTmZw+axrD+hzaABi636cEs0K6lvVZcwScXeji7EIXgSjsqGjDrBfZ3NoG0QjZiWbMOgmzwcD8XW7cEYHpecmcP3R/cqZUlwWdJFDv8fPp+gZqWgLkuixM7ZnAmEmDOfHBBSxbU0JUlfnotU9pBtRoFFGRsQGSAJl2AzIRcuNiSHYc/u6+OlFAFPYHtR3+AF9trmbO+mquG53FNWOyeHrlHhaUNZFlB4Nuf6b6H5NlB1ns/h6eNcDFlvoO1la7+feWFj7bWs+YJAtLVlewtMrDWxsqmF/cQP//dNUBmqNgjMoUJMUQDAksWLWbcDiE78v3wWJD7VN0aF8MjUaj0Wg0vxlHRUuwVzXhcJjoCv6na+z+LrIOsw6TQUeaI0p1h0CMBBaTDotORYns7SwniIji3vsFog6Ub3eiG51po0PWIwkQ7fTx6L9L2Xj/JPx+EavRxcrq7jbhiKyytdVLv+TuqZnEw9hS800mk4kYM+h0EumxJlAVBEFAVVWk/6RnVlXYe44hVcVhMrJwZSm9E224LAaigo7l/3iP2D49sRcVkK0oKJEQ1NWCIx5DXA8MEZnX/3ElRvRk5waw6Q1EFYUrp/SmIyIzY0Ai/ROdCCN6898ZYQ8Vi/7H19FoDqepWXa21XgQBIGT+ucDEO9UUBQFb0RmdJ6DeJuRJIMPsJJkkUi12fCHoqCq7KjqQiHIjcML0EkSiqJQWd9KtLOZZHMcC+avYY8xk5oX3wag8cs7AajqDJEeo2fBtmbmltWzorSBJbeP/UXPfU9dG4tqu7hhVBZGUcCo03FWUdpP3t+IDAugcOtbe5gxLgdfOMDUwlgyxXgeX1zO8WMzWFPlx2K1ohe/3b86yaRjY007ZW0qRdYQd53cDyQDXXETcACCqk2QpAGiYTwvPknMZdfv+w3UaDQaze/fUREEO80GguEoJkP3RZI/GMVi0tERiNIZiAJR9MDgZD2yTiIclTGp38gaqyrIQc8PH0Pq7lp3+TH5XH5M94WvxQIWYGbfWKq7BMw6lYQjkItFAHomWZFlmarW7kmRBUEgy64gKQFEowlV1tEzqbsJdUN1C1nxFrqsJvrHm0iMM9MUCDD11YcRADk2BUGWEQ0mNiRPZIhYg69JwaCDNKeLrS1dTO6RjE2COCvsbAmTYreQJggIwuFv+dZojqR4h51bpzkBhWA4il4SSbKZmVvSgtOuQ6/Xs7Wliz575+u1yjIbqttINuup8Pq49theKJEIkXAYRadDFAQ6N27kyv87kWyXjQUNMjHm797tydo7/nf6gGSmDwDo+cud9F7XPTiXpx44H7vNyKq6TrweL8f3z0FRft7nPiO9u4U312kj1m7GptPx6KxhyLJMl9rIwHQXtV3Bb20zJsvKnEU7ufOM4ZS3efCGwqQn2Am7xiPULNECHg0Auy84n/53XEHpSdPJ+PSLI10cjUaj0fxCjoqrAEEAs1GHIAgIgoDVrEcQBFwWPS6LHpsQwShEsZlMxFl1OPSHPl1Kpv3IBMAA1a3dF4cVrUFEUURU/YTkAIIAqxqC2HU6Es0Kpc0dRBWVQRnxGHQiF47KoR2o6wrTGZSRs/rSmtKfEl0uxa0BavXpJMUYUPdswanXE2vUY9HrGJkWRw8XJNpBksBiNnLhn15kxOn3EpUFjpJqpzlKOazdibey7LCzzcOedg/xdqho7mB+cROZFj2xuv3dQF7e0oq3uYOva7sIy7ChsYO2Nh9rGzu57+NiHppXwpev306/vDTe/mgpT87sy9Q8PWdcfhozLz79CJ7pd9V+eB0BYEOLB4tewmLQ89zKCl5Zs+dn7ffu8UnkOcy0d4ZZU9mK2+NBVVWaO9wYgeXV7VR2BL61jUESKchP54H3lrKlopmshDhMBoHdzV2oUQVV9/Mzg2t+vaybF2Dd9tWPrlcwJgdhxVf0uuNy2Lr6FyiZRqPRaH4NjoqW4Eig63ufX1HdjqLC2Kz98/NGQ/5fqli/mDV1bXjDUQySwN+XlGPSqTx2wt5WIgF2tQW49+MS4uKsNNQ1kJKWQqDdw+i+qeRYdcwtbiXZZqAwoQeCoCKKEE7qw0ubGwE4oeAk0pUoVV1+4r9nvN/q2hYmHDOC0vIPue3xubx+16/rwl2jOVxOLnDs+39SbIRF9XpufWcrOp3EsTcOB8CqwrKqVsblJfHuohI+vGo0ANXbW/nLaUWEw2HqO7rojMCkSUNpDkZ5bfZX3H7neai/wi691//5X4w99Vjqa7pI9tSg00m888DPm6YsJiaGASZo6wqQZLPiU1RsssLIHnH0TguxsirE9Dz7d7bLcJjIGNmHiQmgR+GehRV8+vp8WiZVQ3oOxi8/IHTpgz+rbJpfIVlGlSMIwYO4oR1REXr3gRg7VvwEty9C7jPp8JdRo9FoNEfUUREEHzfrdjbWwUVXnILFoOO5x+dic9m58/5LDjpJy29ZvKTijUTZWtOBN6zgj+xfFge4DBKxvhaIs3JajxRWhuDWE/rxzxWVbARuGZeJQafDFw5jNegAgaiscvPE7kB6TWU7kqLQ5g+hqOp3Lsx3N/qoV4089viVlLf4MPzI1Cgaze/RtDGF9O5SuUIt2PsZ6f6cfL6uhguOK2B5o5+xvfcnjDu7TzzlboWNrV5K6j2EogoPT+sNQMk71x+JUzgozz98MQWxBnolWLlsdjFR+dAE6no9jMyLp6UriiRJe+dpV3EajRyX//1TQVV3BJicl4jTIWAywKgcO13TxsKAGhBEdFl5hL53S81vma+yHKvRjGD/4bmwzWUrEXv1g9juPB31NTVsX7qFUQ9qQbBGo9H83h0VQfDG7qljeemZD/c9197ehd8f/MaUSL9fKXEuQKV3bAwTpyZ+K0jNSohBllW+/GI1rz4xhJwkF7HN7UjRAFeMzqQzFKG0vpM73y0G4P0bJ2A26NDrJNzeEKIoMCjDyYtf7sCRZGPUpS9gtRgpn33evmMs2daIxWLks60y9x9z6LNCazS/FTajAafVwPqSKnKc8QCUPDQJf1imrC3IgJRvpzYPK4CiUpgag8f/2wjXTi7Y37Pm+Qv6HtJ9z15ehmjrzrp/1ZCEH13/1vGp33p8dqGLsZlxuJ96EdfJpxLxf38vIc1vm23tJwg2GzRUQd6gA64nLF9INKUnhoJhsKeEZ254ijvWfMlrl17DrBf++QuWWKPRaDS/tKMiCH70qRuINRt57/VPERBwxBg5fuJAnnztcyI+Dxe+eO2RLuLhp6gYieILdSfq6U6XBRvruogICovfvJ2mjk5kWaYo0UVpQxPFu1sY09PGi19s5bM/TUUQBMLR7szasiKzsLydqAqj0mP5aEcTGa0hnHExXHNSv28duuTjT1BsTho/uemXPmuN5lfl2Te/4uyTx/HXOUv56N5T9z1vMUjfCYAB8pwC/1rbRigCU+IBkr+zztGkprGLon6uH1/xB9z4/hbe7F+EIEnobU7EkiWgQrDP+ENUSs0R52lDTU5HcHoQln6EOm7G964mxMex6+5HcD73EsqFZ3HXdcdg/OIVLh6ZSOB7t/gRFeWYytcRzB0KObk/6xQ0Go1Gc3gdFUGwKIr0dNl4+a8XI7C/+/OUkX1RFBkiv79xwN+UHwdlZeXEJeVz5+e7mKGDglPzADi7KHbfer0SXFR0dCcPMwkqO8IKO0q6ePj/jqGywU2nAMcXxPN+cStFyTqsZsi023j/88VMLsig2C0zbOJgrpie963jv/PsDdQ1tP2i56zR/Bq9VyFT8Wkxd80aclDr63SwdUcD98wYzOhcbQLsK6cP4P0t9aTazT95H8nxdm5Ux/FC9QqEDjdSRjZYvzueWHMIlW/HGm3HJ+ghf/jhP167D9IzwKjHqtfhPcBqakoWhX88FgBh+ETY6YDiNT85daNpxVyuveppAP7WUfMT96LRaDSaX8JREQSf0ctF+qTb9z22mUXm/+tGYmMddLnd5KTFHcHSHX7nvVuKqgrsLl9Ez9w0Pgir/KcNyhOM8ume7umfzi50oSgKkiRR1rR/SqjOUIRb5haTX+BkaXkTSlCguE5gYpqFGY+t4oxxOXRt3MqdF51Efc13f/gzUuLJSInncM0NrNH8VoRrGljqi/DSef1+fOW9PrtuHIdoWO1vnl0QOL0ojayfEbP2iLbz0ONz+dfZKhQOBEGEilLoO/HQFfS3JOAD82G+wbJwDqosY5QkQt8TBFvLVqOIEoHcoYfmeDoLQlsTuOJAOvDk8b72IEYEpJhYJFsMtDXB5fchbFoBRPlfL5HCOXmckmFDRfvAajQaza/dUREE6/7rtq43oDB21iMAnDZlAE/f8fMyl/7qRfygs9IjIQZFUWjv2H9f/L/Tgu2q66B3Zhwvzf437/3zP92Xg1xzSm8kUaQowcmK2iZGZyRyx4dbefuWKayqaiUndwxfVbq5fHDWdw6vzQ2s0XS75aJJ9Mn837rzaonk9ou1Q+yPr/aD2n0B/vXCLYTn34uhuQl69QNnLMhy95xuRxH94g8x7lqHAvgPY5bsSE09gd31iPkZ37v81ql/pCjsY4VP4aZ575AwatTPOp7eJkFKL0iIRagth2AnmBzfWU+c/TyRUJSu42Zg3rEVvSShvvMcxgFFmNbMJzj8xIM7YP0uLL5WgrKK69LzQAuCNRqN5lfv958V6gASXWa+evHK338ADLw2ayC39JH5y/Rs1r37EeMN7fuW2Uw6zi50cXZh94X5tL5O/F3t1FW7GTnjNry1xeQ4jdx89T9w76zksgfmsGW3l2Nm3s3at9/j+HPuZfEHC+gTZ2NM0vd3Ucyy87NabjSa34uB8VFET/ORLsZR7YwJRaTEWBDHHgvZeajRvdPoLJhzZAt2BHjKyiGnF2LG4R2/OmdxGe7jTkDKyYZwGIJ+xKrSfcvPuP9OzOOH8thTN5IWb8E2568Q/t+HKT1aNJwVZ51ApLQG30N3whtPoFodWFq/v2vyujW1rNvcSGTjFjoCAUKhINjtKA316Cw/nFn6m1puuIa7pl9G2Q33M1jvYbDgRmzSukNrNBrNr9lR0RIM0LLqiW9Nh6SiIgcPNFLo98dk1JGR6CQzzsb0sYUHXE8QBAozHEw6ZgilO6rp3asAgDtvOpuZkwewaG0xBVl2PnjlVu59dw3HD8sjwW5i3rxVfP71Bta/oyW/0mgOZECv728J0/xyBIMBIlECCMRYzSidXUjNDYhJiYdnwIYc7e5yLf767jnbCgto+uh9RDWKefpFh+04eYW5ZOTlgMtF5J0nYetGTD3S8Z94KdEv3qNw8HDiKnPQZaQhLn6PynmrSBKMePwGLBdf9YP7FnyddL3wCAnHTObkYT1JznCwQxdLv/Q4lH6DCe/Yjk6SIX1/pvKGZ58h9sSTmfDy3RCXhFrdzobCE1E23EXG1IFgjIGyrfDGHOjdHy644gfL8PyX27n/uRtQ9VZ89kSY+yby7jtQH3gGyaqN5ddoNJpfI+mee+450mU4LEKh0D3ffKwzmBAEYd8fAijR8BEq3S/P7XaTmJjAeScNIynux5tlc/Iy6DO8H/0Su3/A93RG8Pp8DBlWxAN3Pc21MydhsKj0SrQhigac2clMPWYw+bGmw30qmkPM7XYTF/f7Hhev+Wl+j3WjssVPgt2GGPESs24Ram0FYnszEVlB7XWIxqR+g618Nfr2WiJxh/gGyOcfwh3Xwoyzf3KAbWjcxeOPvEVxU5ihF19w8Bs+dSduH8QV7r+hekdCDzb+/TEsPZJ56ZTziY2LYY+3g9JRk5gwdRCGomFQX4GSlIsu1ImU2xeTQcaUkoKwaiGxJ5yEqMhEfT6MAwagb21E+upLCHigaNgBi1Lxh+NIrqlh59z5ZKTYsZZXk9BQg5TmomPREsgsRJnzEkJ2LqRkILvdpCZLGPwtiA4XSBKlth4EzDE8st7DCbZmwsiEqiuwHjsVvVkgkl7wg6/xeKEa0/ipBHeXQ0MT1iuugsx0hJWfI1rsqLGJB//a/g78Hr83NIeGVjc0P8ZkMt37Sx3rqGkJ/nRzBR1BmZkDjq4fo59qUIqNQSn7H7//wdfkJifQf8pQzjpnGu8s3MTcT1dR0dKFGgygyCoNix84cgXWaDSag+BTouhEARtRhJMvQKrcAQYDYvWeQ9YSLEQjCJEgijkG32NPACo8+7+NcxXLNiE0VrD17mfIf+tN9En/9dv11r8wj+xHoGQb9B/4k8q5bs673PVRdzbjg+4X9eSDSFu3MaCwD6GOZmRnd7keX/4a/nc/5Zk5/+Yv7z9GyZotrD/uVk4fmYk/EMJUvgUhEMaUZoEeuRAf2z1yVm9AP+k4UGVkUUAaOAzrsq8JxyVhmjoCUezE99oDcN7t31scFTAcN5mU6nZcx41HqalDlxCLd1sJcVdeTWTpfAy33UFk5SJCA0chtTWhCgK6gA/B0D0MSE7riUsH9994JvLjV/DaylqmnTkF664yBIJY5/4D31k37ztmxe130/bOXJKvuZL0a67EcPwMMNix5mQQLNkCuzZh3LEFYeIJoHbi+d6SazQajeZI+vX1zzpMTijK4dyRPdGb7ejNdiT9T59i42j0h7PGMOu0MRQv2UBuj1REp4OWji56Dh7JF3Pu5JNX/nyki6jRaDQ/KlaOMOaCR5ny1DrUplpU3d57wYmph+wYlop1WGq3AWC99AKsV14OdTswNJQhRIIHtQ+z7CVQ18zws4bh/PhxTC/c9u3l58xEOuYkbCY/1rKVmKq2QuB/m912WJ8MVHVvEqdI5KC2kcNudFPGE3j/fbj/lv3PKwotVh1X/GE09CjCbNQz666zsDqMyFuLaXryNZQYB2xbD9VVsH4Z7NiG0umGcBDZ70UIRgiuWE20aDC6zCzkcAR56jnETDkda+kyLKXLvlOezIlDEDJzsO3eRnDDJvS98iEqU3f+fVQnD0H1d9H17lvUr+1+PzxrFyFanaAqqPHpqBYHTy0u5qTb3qIjEEU/4VguuWQ6XXWNkJ8HE05DHDgSsbV63zFzjLUMLUomY+n7AOjkCPLq+ZCSg2HEBK488SaU7F54n32W0PpVsGXL//S+aDQajebwO2qCYK8/gqKoqGr3nyIfPV2hD4UJOYksq2zlygumsnvbDlzJsYydMJjKNUuxmc0kHEQXa41GoznSMpNi+OrF63j5L5ejiKDu2Qk+L4LXfciO4f/zHUS/+BDzs7eC3gQrv8RWvwfD1x9hfeOhg9qHsnQ+xh0bultLCwcjJn67JVhISEGtrcT/3ly233AHkddeRvpg9sEXMhSiPq0X/i+/wve3vyFcfgaoKpYXbkP/XwE3gOmdR7Cu/ghBZyBcvI2IaqJ17CTaizcDULl8HUvKPPjcAa5L7Ufny3PY/OJ8QtRIngAAIABJREFUPtjeglGSsBlEwkoEddw05DGT8K0sxrdgGcGU3oQz+7PyXx8gDByJlBhD57z5BNduwYMRcfNCsNvxv/kuwc3b4e3ZEN57I8HnxRiJ4pUkTMcdiykpEaWmCgaOY/32PXy5sQLZkoiUlY9UW0/XPx8iJjmT4IdvIqcUoJauR64p5dLxfXn3vj+gyDKlhmzCtdUUDsxDllUC895HXTIPS9CH6YV7sbRUIogWrGeeiPW4cd3vRckmpLw+IIcIuZu5/sV7qH5+DpU7q9mwp4PAf25OyFEIHD25SDQajebX7KjpDl3a6iUnzopJCKL/73mBND/KbNTx1MOv86wk8sDVJ7B1xTpevG4aXDeNzpCCos2CpNFofgOcMSZe+7qK0joPvVMTuLVHLxBFBL3hf9qP+MkrGDMzCeb0R7UnfGtZp9+Pa9gEjHY7iMbuJ9sau287ywJ0ucH+w5M9iQCZmfjnf826Z+aBN8yQGdd1L/R66WztQO8N8dXWRkafeQ7r336bQW1t+HbsxHr/EwfesaqCIGB97zHuufIZ7n3uVmz/fBl1+xqisx9CBAxAZOHHMGJK9zbhMFJnO8LWtZhcCVTP+5q4667H9fKLmC86j8CKd7AbU1j79gc0fhlDan466dfcSKzgZlx+Ph0rVuMYOgBFZ0OUBIRQEOv1e5NNNe9EzJjKuCefILpjDYaK3cRdcDWCEMb8+VuIni4i3k5MvTKRPLV4U3qybsAw8u66mdS6NYRaO/nrU3+l3/BCynfVcM+aL5j9xXak3HwckkRwUwPG9ihJo/uiunfTXmciaexElJ0bEItG8Fy9DV1jO3oBYgwG4hJy6RGNEq1tIjp/KapJgutuRkzOQT9pGnTUIyZmUTz3CwqPHYFv8xrKX/sKa9JGej5wJyZTDImmGvSDemCYMZPwhg0or/wdY9zNSNvX0VDjxX7ZDWD43+qbRqPRaA6toyYI7p8gAQfXDU3zXSajgZJ/37Hv8UmT+u/732E8EiXSaDSan+aNxeUMLcrgjaUV3DpTD4LQHRz+D9T6GsLzPkFMTka++5lvLUv6+98QJak7CWNrHaTmoOYUQGcHgtOFqWwNwcHTf3D/QcxYEuMR/nInlgtvRRb2z2EsrPiY8rv/gXnMaBKHFlLeXMugP55C6IXZSD90R1JVWd2zEJ0g8EG7h1veeAjBYUOt2sEXHy2itz1CZqwNARAaKrCWLAJHLJGdm7vnlB8wAkMkTMopJ8PqZeiOn4ZYuZ2WeevJPGEUT7XtQt2+DoggFG9A7tkXSZKIteoQiibD4n8T/Xwu4thpMGoSiCJqJAKyjO/157GddR7KsHbYvgEEP+LJFyLodOg8beDtgHHT6XjjLSa+8yidi79GcDgxz7yCv93uQpR0hN0NqJsX47blc0xS93hfY/5AzLEORHMMYXcL7Z8uJyEjAXdzJ4kxLrLMKrFWI6mxNsxGPd5gFMOQ4eCIwzByBKQXQkstiiyjNlSilJag9hlM4ejBiKgk4SPmmgsJe/1gTyDY4ibGacO9dDP6BBe4fVj/eB6hl56mSTSTfO4sItuXEU3JwuxpJpD38+ZE1mg0Gs1Pc9R0h9ZoNBqNBqCoRyxjC+KZVpSCoBO6gz7TwWe2N9bvhA43putuwDB8yHeWi5KEKssQjUJ8IiSn4N+4mYjBCC1N6DYsw7jkHQD0tSXgbvzOPpSNW4igQxUkBl82nWHXnrRvWfN7H9E73U525TaGDitkxAmTsFrNuM4+kbhzZxy44FtXkTCoFxPmvciJUwdSWVzGvDfnoQgqk8+chj7WBoDa1YU1rweEQ6Cq6D0eGH8c1OxG7WjDnJkIHW5Un4dAJELWCcPYNX8N4dULwNtKbWUDldvrCSs6VHcLwugTEbpa2Jo3DfGY6QgmAaF4C0LxenRxKYhmK+sm/x/PlkkoZaU85BzPfDELaitQq3eD3gU6Kwh60vKSwZmAbcQohOETob0BStaheDtpfOUNxKHHMiEnhb8tKuMfS8rRp6cgBgKghtHZbKSnWQmZnBj1IbYH7WQlxDJvl5tQKMLGmnY21XciFIxAaGuCil2opatRBQnKNqFKesJmA2YhghDYe1N92QLM/mYcdh20tWBMcKK4W9lmdkFKBlLfvjRt3MyK4kpS0hxIyz7HtG4h4tfzUdYuRf/C9yf80mg0Gs3hpQXBGo1GozmqnDamJwZg0oDUfRmhFfngty++40GMx59M8+otCJk9wdveHfACqizj//RT5KZG1IYaUFVUUY/VU4+uuhx2l6COPw61pQFUFaF8B7bWcqxlK2H9QmitB8By3bVIGdmwahFiei6Sa/+Y4KjXw7aqDpptDpTqcti9HSUSoLm2geqyqgOWe/uy5fS+aiboTNRE9STWtzHQ6YTSYqKtjaT0HwnHnQujJ4JOBLMVEjJRhh0H65ai+kOo9TWIXi/WK6/GNGUKHslEdMRkek0fDG43uFKJbigj+7yZmC1mhPSeBKq2s1tIRW+1UixbidicKH0GowyeSDQcZW2DTG6cgV6JMczJP5uwqGOLoxD6DkXsO5ySp5+lM68fga1bqRcS8b02m+C776IajSh6PWokABY7aWP6oQJ6m4mrx2Rz3bgeNGGF2Hh8s18n0tyMUN+I+sxTiHVVXPXKOt5atY3/G5fDyvIOKrsC1HgCzK83QowTUjLxPf8KaukG2LWRwJZiFNFOYOFC5GULIBDEJxpo+HoNjfMWsD4cw7u7ZIRP3mf8LRchBIIYsvsR2bQRj1FATs9i9eufcuUtr+OJ6qChCfL7H/D90mg0Gs3hc9R0h9ZoNBqNBiDBAG1BlRpfGEXxIZmtSEqYg8uPDAWXnongbiWxX0+EFV8iPPhXiEQJv/oJjuKv+deyHZzb2ois02HKSMTvzMZ2+mUIG5YT6VGAXpbR9y4i7POiqy2D0g34a5sRSvYAoF5wKf7ZLwBgvf3PKN4O1PD+zM+VPQcwZbSMAKjHnYs65zEEwDRhGnHOmO8d+CM1V7HilbcY8vc/o3r9/PG6P4DRBAYT6sdvYchIJ2qPQ2quIezxYMwtAEmGymKEkq3g94LThVBagdp3KIIACCJNbW3o3n6T9opGcgrqEfoPJ/fma0AnIasKkqTn00YjJZuqiaCnj3007rRYCKgsKHZzTm8ngiiws6GTWk+IhJQkEgURi15CXvQKUSB009/ZedMs+o8diHHPToyzLiL01uuw+DPkaBQuuQOprJyN/WZRs7mDrNRYLAYRWVFoSx1B7PrZSKeehqQXiQ7oj3lmPl1vvcGNlxeQHuekrSvKaYPi2N4sYzXq+Wx9BdN7p4KnA9sjz6Cu/AQKhsK2NzDExhCpbCRisaLTL4JWD6n5KaiCwGbRQUG2k2hsLLqP5tKclY/zxSdJm3kBaQ4dfn+YT1q6L7uq53xI4pznUf1epLLVBPNG/NTqrNFoNJqfQLrnnnuOdBkOi1AodM+RLsOviTZBueZAtLqhOZDfa90obfQxJCuBNLuZeG8jogiyLCMnZh/U9ktOPp2e556JjABVu3D3GsLuLRVk9ElCamsk/OViPLFOqsIi2bc9jLRpOf5Fn6HXg5SSASsWINSUE07PJ7rwQ/R9hxNRgBgD4kUXYypdC+PHYZ48EQaMJbBxCWJzPdHBkwHonWFFTkhGsLkQ/K0IaZmERp2MYcdqdPUVCBYLUkcjsmv/ZO/hbesZM3YQ7qWfoZMM6HZvg+Z6wgu/QHfV3SiBDoSogKDKiHIUd3MrksGALq03QuFQhD7DUfsMQ4h6EcefgmiPQ4hLxZLRC3thTyxpyYQtNoyjp1L59qvYrSLbP1lGVcZQ1jcEmZSXTJ8kB+X+CKOzbKTF2ihKslLnlals99MjyUmCI4b+KTFkxZox6SXcqf3YZslHbzDQf2xfzLl5WPv0Ro6GMUw7BTGnF4HyEqq/WspLn2/GMng4JrOZGLMBfzCIXq/DrBdpTe1HaqQZyRqDPjWVz864nqwLLqImJR+n1YKqqrjM0OJTeWN9FQadyIReyYjxyaxeuxnniKmEfTIWmwVdRz36KZPRWYBzbiJotmKQQDEaifQZgSLqUXMH4JA81LR1YEmJp3Z9MXFDB2EAxoztz7GXno9t/VLChYOx4EMUVMLxWYe8nh8pv9fvDc3Pp9UNzY8xmUz3/lLH0oLgo4T2xaM5EK1uaA7k91o3suLMfLrbTU2Hn0FiI6G334DqMpRRP5ys6j+ann2a5gULaa2tJmXa8VTP/YJol4c4IQgdHrLPOYWEWBvZ512CIImQ2x+D3IngiEc1WhGyciG3N/qIH0NmDnS1IWb3QFYUNtzyGKlnnYaho4lIVxCxeBmRtHzk9z+DjDRIy8ZQvAqxqx1EWLfdTcb0k5B2bUDaU4IQDiFVlCDtKSG8N2gG2HPDjbjKd+C47BYCr7+KLjkJ1eZAueFvCMs/Ri6vwi3F0LSkhJDJgevkM9B3NKG21yPXlSG01RKtLGFbtQevJQF9fSnG+ESM9hgwmNFn5KAfPI4OcxKWQWORXalsMqRQmJOApCrkptgRBIHhWXZ2tQbwBFS8YZXKPbUkuKyUdwWxKmGCqo4Of5RgRMFuEImKRlQEvDoLCU3bISaeaMBL+IbriMyfR1tjAPvDL1Kd3I8xhakY9XqCgQC7230EZWgLhPGEouRXr4NoBKG2ivw/3YRxwGC2e0RKWr2gRMl2GekKgjsQxWY20iSL9GzZgTt9MDu6oFJnp0e0HjExEdVkAm8A3DVU1nWx65GXqZi/lp3TZpLisBEw20ly6Ni+cRP551yKLdyGzt2I0t5KqKudtQ+/SkiJUjH7fZJiRMKbt8D4g6t7vwW/1+8Nzc+n1Q3Nj/klg2CtO7RGo9FojiqCANsq3PRKjyG4egWWZCcIAhGPB2JifnT7Cc8/hNhUQyingMiaLaTMmExsr1w6P/wE/fABhLeV0OzqQVrxagIJPYk4U3GOOgF150b87ibMCUmIiz/Db0vCOmQIaoyD0vOvIfu8Uyi87wZ8z72IddIkIquWEJ06CnHRZxjGDUZc8yk7tlWQtfZTjI88j7hyPnkWD/KidyGnLyogDB2PUlNNeHclwsxjEOPjMV93NXEzpkJWGoHnH8d8642IeiMYrdRHTKgTLiEndRFJdXtImjEEfxgMGxZ07w+IenxsnHQ9giDQnOUh0WmjKpjLMUYBtWY3YnoOUQXKPCbWldeglyTMeoiNj6HWHaIxKPPJ3OUsWbiBY8cM4MozxjB7cy1dQZmR8TE0BqNMyU9CkWVafApGUUVVwGgxkyIGWFzWhl6UKMwvgq5O9KEgxnvuBL0esaqWUo9Kze5y3AWp+MMRgirUeSIMzIhle2MH+bF2SM9EkCTUonFUe2Q+XlLLuOGF9IgTKSnZCTkFCIJCRpxK74REli5fT/5ry0hJKWVkvwwunDGasGRAV78HXAkIDjvi4MnEr1hKr/efRw0HeNmt8Njn21FkhUfHp1M0cTo6VwLiCbNQ7r0aRRIJBUDX0MjAkvX4vvocoy4Cegn/NytYNAKooNOmUdJoNJrDRQuCNRqNRnPUGZ0fT7bNRDQ1FaHW0/2k13tQQbBisSD26o/ibsU4MJ+45lbkit04p02GoJ/ouDGkx6YjJaQQNiYiAO1bv8S5u4Rds+eR2DORxPxU2LAQ3wcfEw6H6T37CQRBwCrL8OB9AKj46bWmHztHCEjZBVBfSZoYgkCA0EVnYr39VupbZJxCFCq3d2e6NFsQcvNQPl+I8fRTkHKyQVWpevQVAqMG4Rg4BBcgxqWzvtaDqHYCEGmoQI8MYRmzyYZ47AWoigKCQGNQROqQkXQCPk+AxZ1BIpEox2QnIzfVIQXbebQjj1hbkEf++joBX4AbLp9Ba2IinZ2NvPLCJ4wa2ospJ07grHF9+NsHq1CjEaYNzaNZhQQB6joCmEQdTquOBWXNJEdU1peHcYUjxOmhpaOTteZYRiQ7CbW3okvNQPb5+DR9MnmKzPTJQ1hT0UC+08qmJj8DU0xsbezA41Mpi3QyIDEH2qvB6+epUj3j89M559qnqG71se7FywHIjdWh06WwcHczWb0K+Oi5gSgIRGQVt9fDsNtW4vnoCkSdgWjQjyIIdKxbhTNGT/3mPbzZnkcTTro8YZb2jWP0sOls8qmkVq4m/oEXkTrcPD3xVO7esa57THW8lfIHHuLxRWX84a+NDMjNhBf+gb5/Yfd7ctdTh7LKazQajeYbtCBYo9FoNEed5WVNlCh69qRM4uwePUAUu+eiJeVHt1XCYTAaqVi6jr43/hn5pQcIulLQrV9NoN2LQwoi3PgoasCHaBK6t+k3BbH/KPod/wdCF52L7vST0R97ChSvx5zZE1HqngdYCQYRVywAQBwxBrVUwThwLKH1y9F1tGK2ORFuvplwbS1i4Siyh6bgB4JdHcRVrqL2y1W4uhqwzDoTdft6Iq4YDOuXMvaK6YQTUokqKsaa3US9nQjpE8hNiQdgi+5Ckm48BVfAj+eiGykYeydD+uWwflsF6jfmUB45Npe/X38hHZ1emsJGtopZDCxbRCQ+j1uueZT+Q/vR5QnSJRio3l7NhccNIu6Kk1AMRib2y6LeE+SyE0aAKBIIRZBa3byxpo7zxuaQ4jKzclcjLbsasaW4yM1IwG6zIssy8Uoqbm8QBRmDx40gZCGlZJEt2ekMyTR2BpjWN409tZ3EOAy0RwRaOjws2uHGbNTR55gsegfqqVj/Fucd/ycAbr/zfFr8UVJTHfvOr6y1A6MBGnx+0uwmtjd14g3ICCJc/6fzuW1VF9dYm7CMnIAsKzjHD+XtsiADZl3DkMUlXHv8ICLA0l311HlkdrV7iS9divz+k4QD8Mc7L6PsuUf5x20vMGliEe6W7jbgt/78EEW3nYLlmOEIE47v7pnwcyu5RqPRaA5IC4I1Go1Gc9QpTHXw17e38+aVQ2DRUgj5sTpi8eX1/uENy1Zz3/GXc2rvRN7YVM+dJ52Ac/KZWDo7EPBh1FsgpSdd5WXotq9h65BzMehFOoNRxmaa2SXbGPDqO/DvV8DuggHDQVFQlnyOao+hYulKekw/EaW2jND2Hbx289Ww+VWMqooqiShpmUi7dmDsWYBiMJE06loEAVQVvA8OpXNXOa5AI0KCGUHSdSdqcqUgjJyCXiew7OEnmPCXuxD2bMNotFFS00GdJ8D9f53NMSfdR9jpQq8TuP6+fswamMm51z1FSVkd/371DqwmiXeW7Ober3YDYH57IR9/sY43n7mAeU99yGdv3sPs5cV8+upnvDPnEx68egYjTv4zWfk9ePPhi9nZ0EEkpGJJdICi0OoNcdaVTzBxVCFFp+Zx6+Mf8uFXm5k0sg/JZ0zBEWPDZgSDqGP4mffTvzCbtxNjuUeoJj05F7mxgaq0FMyhIB2inq/LmpiYHUvz1gpkRyxn9ktmXHYagg5afEEK4mNYkzKND579mLNmjGFYmp2W0Lff3lAkytYaNz0SbYRlmUFpsXy4uBhJJ9KvVzpGAXypWdgEiKgqHe5OTvjjtdzw1noMZhOvL95BoKWVaZOH8PT8ElIcBgZOupbXHxzKsceNpueM87B++QG33Hgi0qTjmHPz33js8WtQE5LQ1+1CGD+NtspaqjeXknfr6MNU+zUajUYjfPMO7+9JZ2fn7/PEfqKysjLy8vKOdDE0v0Ja3dAcyO+5bjyxqJyBPdJYUNrA49WvwIRp+O69D3r1xlCYi6rXEz7x0u9sZyxbiWHv72bA72fz7maG98uBqAFadkO7m+jJF9LgtxImgicsIiASiEbpnWonEvBhu/9aTJmxVG0uJvOyK/B/9j7WMVPAKCL0HY+o1wOwywtWk4m49R+ic7rg63lE+w6HVUtR+w5k95Bz6QRSY3T4Q1HS3n8UXWszltNORdAZYOFH4IqDSAQlpQdROYTBmYR/yHRaAgreiLjvvHokmnn+q52MLkjFaVZwxcTQ5g1R1tRFil5AsFgBWFpejdNkI6KDeEGgV7KLVSsWk1gwAJto5OYnXidjzCQWPDMbmwEevuuPFPWMY/xlL/GXK48nvyCbZIeZJcu3Utg/j7AcZWy2rbt78De8sLiWCYWJbN9eSnpGBuvbAoQjEabkJvDk2kaeG2Vkbp1MvNFES0BlXUkFLS2tjB41lEuG759T+bNtrWQluqhr7iQuLoYTrn2CYb1zGDysP0UFSVgNOqZkWfat/1ZJO0OTHJz52BJuPrUfDV0BZhRlYtaLxNkNrCxvwe/tojAzkZZOLxUtfrwyKFGZO+76F0/fcxbPL29D56ln5hnjiSoirsbdHDd9KNMf3UgE+LTjOWrmbcU5NJXeUyejJKUiyApCchoIAtGyYqSiMfiammDQpENU4385v+fvDc3Po9UNzY9xOBzCj691aGjZoY8SWkY+zYFodUNzIL/nulHX7OOtEjeXjsgiI9WKIkcRBg9CMJsQqnYgeNqRhx7Df0dnyqvPos/PB6Bj5x6STzkfY1UxUt/BiFkFiAVFbOqwEEEloogICAiCgKgqxDtMmIwGIiOnYFz2AVveXE3V2/Oo31hB9smTQJUI1NVjSM9AUWRkcyx+n5eW1EG4Aq3oe+YjJGUSWr+e11/9CNuZF+FuaaWipYsUlxPl+b9jqakisuhrIitXYMhMRkZAGDIOwWJG8nsJp+fw/+zddXhcVfrA8e+54zPJTCYzcbemTVJNXaiXIqUtWtzlhywsuiwuy9KFZXFb3F2KlFJa6u5t2rRJmsZdJ+Mz9/7+SBaKdJGFBsj9PE+fB+5cOffMeW7mveec9xCfzXvLdpESb8eghQijRHmTl/joCNKjDbg7O/H7NQRDPuxmLWtLq2gPSMRFmmgOymglwdBYG8gKLy/fSshqJdrm5MKrHiBvVDYr11SQ1i+RC8+dxdxROby5eCcOi545YzOorG2nqaWDWWNSWb5yK3PGZH0nAAYoTLdy2lWP88HS7bQKibMnDaFfbBT3P/khI0fmsqo2TE6UBdlgwAUcWZDB5CHZTO/3zTndlZ0BjHodSQ4rKZE6NForBSNzwOPmuac+5uPP1nPJiWO+2v/ky5+kwhxDolXDiOwYylq9bK9po8Ed4JGVFeys7cLgCfLa5joGp9vJiHXy8vJiRqQ4cMY5WbetgXI3uEv2cN2ZM9D6ApQEFP5y23Ps3bgDT+VenqmLYtZLTyEdeSaJzXuRrJGEiorRJKeAJCHVNqCs/wICPuT839/6wX/k54bqf6O2DdUPOZzZodWe4D5CffumOhS1bagO5Y/cNprbZdoViVA4TGHJQvyhAPJrb6JotdDViXZAHsFTLoa0zG8cZ17wJN4929n8/g4Srj0NZfJl9I8DfF0gSSgKuIwxCCEobeyitMVFeyBMqgHykx2YDDq0Og3mJc9BewdVG1aRktmP5hP/TF3IQIHZjWiqZZPHzoABmby9q/ara5+f4Ke6qIjkFCcfulPZ2+wmK9mGRa9h/dZ6WkPNPOCsIrh2PTjNhLaVYpowHGXoJDT1pQiDgTHvKrgOFPPWI9fwwrpSFI0Gi0nHlVP6Ud3cRUAWmAw6tjd04PEFsGr1fFbUwIqNpczJNnH68UewsbiSBxZs4IqTJzM2LZpXl35BevZQ9q7bzrqtJdR7BTdcezzxJh05MXYkSUIImTRrd0+rEZibZ//R31V7ezsdkhXo7iFfV9NCJDKr1mxn4JghxOkFDYHuP/mnfuu8T6yqZGZBGkIIkqO0VDV3UtIRxO0PcXSmFYNB853r3bO8iva9JQhHApYILaUdEKGXuG5SNkIItpTXs6yyk3afwoXDnDzzZQlL3v+CjIw4XvnbmXxS0obdoKOho50tdWFswKT8CMakJxIIQowFwkKDzWwk/O+/Yz31XJCDNMydRdhiIXpkP/wrt+HRCCI/WPGj6+m34o/83FD9b9S2ofohh7MnWA2C+wj1waM6FLVtqA6lL7SNPfU+YoUL52WnQHo6HD8bY0QEwfYOjFGRKDoD7gFHfLW/OHEKxNqho4ttNz1LXFI8MQ4r4ZCH6I5qFGC3SANk1lS30t7axYiMWIya7qHNAEFZwRh0MaB2FezfC3EpTFkbzTOXTaGx3c2o1o2Upo7k5rf3Mn1MGoqiIMsy52x6ipCA4mOvY2ujm3ybAZ/Q4AmGSDT4uHtFK4/a9pHQUUyovQV/TSvmqZOR9u4gnJyDSMvgQMYRSBodJq3EmQ+tIC/fQXxEBBuqu0jXu7lgch4JdhtCCNrcfu5buJtR/WO568V11O/YDh4XKSNGcPy0gcwZlo4nJPPa4p0cMzyDtMRoAD5dvJ4HXv6ScFim8pMbf5HvaUd9iAiDFknqHsK9ZP1ujE4bjWV1GOLj2NbkIyTLPHfiN9vrY5+VsLjaw4MnDUVRFFq7fAzPctDc6cdh+P7UU6/vbmOww0JxWxcOi5HokJ9dXvj7q1sozIlh3vBEzHoNDQGFvQfaGJ0ZTZQtgrRIHU4rXLGgnIQIQU1ZJWlpcSzf00F8kp1TC5w0ydDQ6qYwPoKUaCvxNj0xkpvwW4/jd6YihUPUv/QCztx+lBus5Mdo2NUWIOPqe36Rejwc+sJzQ/XzqG1D9UMOZxCsJsZSqVQqVZ+l1Rtxacyk/e1O3DfdislgQKooRXS1QfyE7oxTHg/irGNBp2N/eg5V+2vJfeFDBjsdrC+pxxltRaM1UyRSSYk2EWrysLa8CY1Rw8yCVFq6PGyrd9HQ2YjDZmB/ZSfHDUkiL7k/IncYSkjhhWFxLNhex7T8eKpjpnP9i+tQRIiH39vKyMwEyhq6iFi4DLSCYXOuZXicjU0NHfhCCjtLW2gOQf8YM1e39uO1gXY065dgSY5DsViR84chBQWdOYV8vrGGKYNTaWno4MZ5hVS0tbBgV/cSUTOGpFPvVijZt5uxhdn4gjC6fyz9nVZev2oK6xpHARAF6AwSRp0WSYQ4sG0HG5JjSI6JpLiqg3lHFXKb9MFgAAAgAElEQVTyrDGUNnX9Yt+T3RjCHZRYe6CSYBd8sauVuTPjKByZS4Zdi297MxeMcH7nuKBWYURq93zmi+96jXPOO5LoBiOBYBBHzPf/BDo1z05Vh0J+rA2jVkuiycxAHeycmErJnjpe/LKVWVMHMyLBTlASyFotO+o7KEzqvr7G5+fpt9Zw/3VH8tqqOkbkJTCrwMnFD6/Fo8BFUxN4ZsFOWqrqmTQil78Et1DffxRRnZWEQmGcpx9PaNNW0nITEV43+dHGb64jDBAIYFn0Ar74TMIjpv1i9axSqVR9hRoEq1QqlarPWrO/logIE/2EhP7iCwhvXoEAmjyCPUdfCMDIBU+hv/M2NBoNBcBAISjCQkWzj3h7FFqNBmSZtq4A8ZFant9UybxB8exs6WJdbSvD46MRWi9S2MfO4haOGpnK2n1NTMzxELDFETRosOvNjO0XT5rTQiAYJMUaic4s2FrSxerietLjzZzw5WqML93JM7UeRsbbidVCRkI04xNt+P1BhFBQFDti+fvI0+YiNdQh9AKyR9O57EP2dViYd0Qcr26tYoDVRFGTCyXQ/dL9tuk5bKtq5fPiSu48NpfdzW6aXH7y4+xoJQE6LTPSDCT1rCYka03c9lERJxTEsmZnOc/+LYWdB1qYWeBArwcIE5di+sW+p5QoI/vbZJpqfDzw2JsQ9FHWEQBFsPnOiVw9Iel7j9O7vfjt0Xx5oIEzT51ESUU7omcScm7MoYdkp9gEoAG+HlQ2I8NOU3UnwWB3SmkhdZ8n2aonPfrr5Frp8Xrenn8mr67dT25aJOMzIrDo9HgUuObE/nh8PoaPHobziBAOs5nyMy5lXUhhU2UrAHe8fjvmnAIMKMhbNoHRBLO/WT7ffVdhzh+EobnyuwGySqVSqX6QGgSrVCqVqs/KMJuokaHSkkpWcgjv54tRHDaCm7ZyxPyLkVoa8Ab9aIu3QUcrGMzg98C8CQDIssyBZjcCsJpDbDnQwXnDU9jf2o4JiJQgGAwwMt6GNtlBTXsXVZ4A/VNtuOMd+Ax2AiEZswwmrUQwDC5PgJaQl9kZCZisucwblEwwFMYXViiecS0jJOh0+0hz2Ciua6N/gh10Mh8u2oTRoGPsvCuQ5BA+sx2DwQhuN/5jLiNLZ6Cx3YNegjK3D6NWkB5hwqSR0EgSfuCIPAd7mzrxeIK0KfD20hLSbBpumZb5jQRWZXt2cGG+iXCok6Wv3Up1u5/x/R3fm+Tql+Lzhxic62Dt27ciA36vF4PJxMGB6rdl5qbTqSikRpqJizDQ3FLOyIRotpU3/eTr1wc13DBnOBoJhBAEwzIOjYQsy4RCIbqDZtBqTWyrqSfTAkmxEeyuaaW8pAqK1nDTuiUAnHb12Uwbk0WC3UTMZceR2uVmcns7ESYjzrxRsG8zbikCccLZuJta+PbrBMOBchg5BmR15pdKpVL9HNIP76JSqVQq1R+TX68l1mBgo1sLAS/m/Az00WaS//UEUksDaHWIYLA7AM7OByFDRBS7K9s49t4lfLGjDoGCPxji5c2NpMVYeHBZOTa9nhijloy4aEwGPZ/ta2RVeT06rQaDRsJi1HHnOhdeb4gpZ8znqXfXMPXqV0ia9XdeXriZbfs78XkUTh2cQkOXl/ouH6uL64mzG9leXkGj109xiwu3olDb5aezy8fRUwsZVdgfwiEEIJQQkl6HZI9i7f429lQ1c9Fz6wiEZBJM3UmmWsOCkRmx7K1tZWRSFLFmHZFKmJEpdmak23n2xBxunZ75vcFtamoyGRmJFDV1Utbl/VUDYID6TjfJThvralvZWVmP2Wz+wR8x03NshEMKdr2gqK6dGUMScfkCzBzw0zPUvvRpMXvr2hBC4Pf42FjXysrdjVgsFkymr8PUmf3jSbHbGJoVy85GDzHR0Tz+8gJefewq3nn2Rv72r6uwaAUl+yt4ZEUpq4efhWX8DBRjNp6WEN5P3gNJcNsJV7Houvmsu/7+b5TDtWsXBrsNJAkiIr9dzF/U7ltuQr/rS8rPOPJXvY5KpVIdbuoSSX2EmpZedShq21AdSl9oG69vaODRhXtIcdoY9fnT+LvCMKiQUNCPUl6KTzZQ+uLrxBTkILQSDB6NHJ9EvTmFi6b3RyuB1WygpsPHxOxYZEVhVLqdx9dUsrbahawoZDkt9I+zsqS0Cb0Mq3bUIQdhdp6TtbUdjD5iCDlOO/EDkjl6xlCmFKTx2fZa9jS4uHRiIjWuMFEmPZFGHbGRelp8Ie5+bTPvrK7irllZvLGynDPGJFDZJSPpNHxZVEtecgR7vDHY2yuQA11UCjveQIgWT4gLxmXi9gXIdUYhBbwUxBtoC0k8tOIAEzKcvLGzidn5UZh1h663g9tGepSJ3Ggjml/5tXqGw0SsRaKsycen+9oYlmzl3R0VTMg49LBmSYKBcSbW720g5PHx1icbOG9GLnrdT4/Yjx/q5K739zA+w0T/pAgGxpr4fPN+kmOjWLCyiAn58QBEaATOCAP9401MynFgNZmIyxlAjS9Amz/Mx2v3c9XU/nxW7uLcUZmYbdHEVm7CftxcbBMm8WHMCPIKchnkOoClsoH0ScMxHnnsV+XY+dwzZMTqkVpbEHHJBCLjoCcIl7etov3KyxFDh2J67V5M9ggMLZXoW6sJ6KPAYPhJ9xzvUDAajcRMmEDQmfajjukLz43fvQX/hqh4iLAe1suqbUP1Qw7nEklqT7BKpVKp+qzXlpWi0Uo8vWgf2hNOg527CL78Ktv/+QKyEGi3bKDg5BlIBSPZ+PDbNO/Yz+oLbybB0d0DF2s3IYQg1W4myaYnFArT5vFz/ZQc/jI5G70UJN0mk2aVGerQ4tQGcCRaCRjgk62VEBLsKGnBjYS7uYsCZwQaSeKS4wZw2rRsANbsaeCfH+/C7/XQ4Q6xudrNaUcP5LZzC4mxmbjjhAFIksSiJZtZsWYnRqeTRjmK/qk25JzhVET2J8FoIFIjOH1sNgea3JR0+llb00JBcnfSqJRII8f1s/DwqgOclms+ZH19H7MO9N9daehXE6kVnD8kjvlfljMj+8f9iN+4r4Eb7n+T1kDgZ1/XZDLx+mUj6Z/8ddCdlWllzoX/5K33l3+1Ta8Hx7eqcHJuHEadhuffWk1GsgNXIMyeykaueW8Hf3prGyXDTqPEZ2W5x0mqw8EGjx3n1DEMeHY+9jPmQvDrTNZZchuejDwwmGDbarSLnvvqs8o77iHlvONxLn0JwymXE6isxP3eh7hvvBmxbTk/laLX09zc/JOPU/22WerLMX/4WG8XQ6XqVeqcYJVKpVL1WbecNYT+DivbaprQmGow3nATobVLye50IyxWFEC4OmHzcrKmDWPHjfcS9fijlNW1kWg3sa356wzIQ3wWZI3E8rI6xmfGoxGCswrjv/p8ztBkHlxZwxnDupc9CoZCNHZ4yVLAhExWkoMmtx+9BGOSHITCMgD5CVbmjEin3eVBo4PtdR5umZKJIn3zPbYuJZlWb5AYbQhNGCqa3JgENHT4eWTxLnIcepIzEokUWgqizYT9foza7p8Be+taGZyWxJC0EKm23/b78RXl7YxNj+KumbmYkH/UMbfPG8r1cwZg7lmm6pdii4plzVu34PH7D7lPmhUaO2VOL3BSPDSRhCiJV7fWMiY3geMGpgJw3q1PccvV80iyWVB65jhrHU58b7+LedoU3MvfgWmnAmAeUoAhLQ1Fp0MOhKGtJ0j1eEj8v9PwRlgI7CwjYkw5B26+m/ikWMy5qXQ99AC6Ccd+bxkP5ZZpF3D5wBge2VbJdfVVX3/g82F48Fr8/UbB8Wf+pHOqep8M/PzXQSrVH4M6HLqPUIegqA5FbRuqQ+kLbcOsMWLW60iKMOJoL0VviUQzZDi+/oVESD60Rx2LfKAUzBEoeiM5A2NZNfI0Npe10+r1oDPqvzpXvTeIQ68h0WrkvaImKtq8TMz4Zk9lrNWAJHQIIdBqNFhNejIznBhNOpJtBhKsZjZXdZIWbaaxy0OyTce2Rg8hWSbOamZ5WTPhdi+Lq9poaPUyLvPr8wdkQZLdRKJFR4cfworAHVIoc3lYvGA5ixetZ8KkYTz8+Ds405OZ2C8afc8Y5usf/4x6b4B4jZek2EMPL/6P3mwbk7OjyHR0B7MOMz96LrJO+8u/9081mvALCYNOQ9R/GWlsMXSXM2i04LSaiI4ykeswsLGqk1e31TGyMJ8B8Wa0QgtCIAGOxBi0URYkm42AzgTxGd338f5LGKUQoqEB/64i9FOnE7InY/7k3wSb/Uhbt2AZOxwRG4/5yBmYTTK6i29Ae/LZhLT/pZCyjOTtRNF9/aKg8ItXiB2ZxyiHCTH3DACMtcVUXHoBzv7JaDPSCMekgU7PU5MmkdZRS1NDBwlDh/wS1av6lYQKp6IUTj3s1+0Lf1NU/5vDORxa7QlWqVQqVZ+VEGVAq9Wi05jxOGdg2PIetNfQmjSJCK8f3YblSMgIj4vwnlI097+IozLA3JFpVDW28u2BorvbvaQYBOeNSMXr/25fS6bdQFFjAKNWw/tbyzihMIdgKEyTJ0BSpJnHvtjH/03NISwrjO5ZYsgvQ6zFgD8QINuqYdiEDAx6PWbxzV5QSZb5eFUJdx4/lLawFgEocpgCp5U7/3Qcs8+7nxuueojyhTd/I5ETwBs3z0FWQPvb7gT+iiTAbuz9zMiRkRD5I3ujAY7MjiIkCwRaNFKQyrYmjomVsMWaiNQZOf+2Vzj/5OnsKipiQF4WlyfGIBQvJpMBb8859HF2fDv2IOIdGE8/A9YuRbtyGWRkEnX8PDx71sGSj/G+/DYA4XPOxF++G7GrCGaf313o76FrrcLQVoMneSCyqXsf27TJGGbMwKDX43a5oLMa/ycv8/GBTi7K78QX1BBVsQV//wlEanQE91eQO+B30oj+QMyla1AAb/bYH945FELMmwGA8s7SX7dgKtVvmPqkUqlUKlWftbGyjYZ2P9tKalhT0YIoGI/IH8f+zgCB4mIYcQRKag5KdBxlKytYXh3AYbNi1GloBxRFQVEUiqs6Aahq8lHcGWRzfRt7Wru+95r+kEybL0C+XcNtn+/jniWlbKpup7HNxagcB7PmL2XW/CVf7T8w3sbWpk6uvesFZl34EBNPvYfRx99G7Lemw173wMekxzkJaw0kRGopa3WxrrIZIQQvrqli/oNXUb/sb98JgKE7qPy9BMC/d1pJQSP1zPHVwg3/Xsqt/3qfovoOUhOdyEaZ5EH5zH9xOSATDAYRB303mvhUjCedgj5rAO53XsGTlInW2w71VSgbFmFobYL+Q8CoAa1gzfwngUiKDUm4v/jgkOXSNVeCoiCVbICeecDGgQMQeiMiJh1d/U48ny/EXDiWPz99O3JmP5wOC5rKSqgqYcwxo+kq30vzp8t+tbpTfT+N34eSNABT0/6fdlzZDgipA6NVfZPaE6xSqVSqPquywU20SU9FoHvN3y+ajKTZTRRk6zAffTQoCrIvjJSQxtAl77NDNrG+rh2AQJcHncWCBjhuYCwOi4Uh0V4CQmCW3WTEfH/Sprp2N0tK2zhnaCx3ZlmRZZnVZQ2U+4L0d5p5+fLxmA7KzGzUCFZ8toZ5s8dx+Vl2zrnhKUYPzfzOeZ+8YTbL9lbR6fai0ZjYsreCFIOOyf98h/tvPZ1AWKG1LUy0/TBmsVL9Vyf1t3J9zQEqgWfeXcHWFes5d1YhqVlOgkcX4PN4kRa9Q8Dtg9u7e/lWXDYfgEnvPoSwR6O1RNKypQT9QAVX5Wes2FrPaRfPIuK27lGFmQ8/SP0rz2EqqqTVH8Qy97tzeI2v3gvDxuL+6y0gBBHTR6EICZGdD14XVOxCpyhYxo9GhMMIvx9jRhr+dcswjj8S857VNG7ZypT77iYYCKjzTQ+zUCiE2LyRcGcHHP2fZ4OChIL87f6u527DcvcdKMEALH8H3/g5hPsNO+xlVql6mxoEq1QqlarPGpioZWdlC2X1bgLAwHFZeIICTzBEbHsbUpQD/yuvAWB8+Ek0ESmMSeqeM+n1mrCYzUToZFzB7omp+91+wmGZ4/odel7tMXl20uyR/P3Rt/jrZXOZetrd7FvwN9q6BzDz3OdbkMMyd50yHICLr3uMa688idy0BP711Ic8fNsZPPjMR9857xe7yrAJwSPvrKRgWD+y0hK4986n8RoTKVm/iyOnj8QepXb3/paYDAYeeOwaFEWhvdnFiCH5eIxGggoMyMtEbl2BYfLR6AwG3D3HpOfHEQwE2PXREvJPPx3fzvVE+HzsWrqRUKyDcddejti4FFkOQmQUuplzsYgw1bGV9D9qNMFvlUGcOAVp6kiUou2Y/3YnYvmncNx5gILcXo/S0UrDpj0knnMByjNPUr53L6mXnIMhu5BdxVXk+PzovD5ic7Pxv/0yoZACA6cc5prsu7qWvIX/zXdxDM9C2OO/egGh+/h5wgsWwu3zIfHgl2YCyvYgGmtBp8OweTGe/wTBteXdk9cT0g/zXahUh59QlP8+p0YIkQK8BMQBCvC0oigPCSHuA2bRnWCuDDhXUZR2IcR04F5A3/PZdYqiLO05VyHwAmACPgWuVBRFEUJEA28C6cAB4GRFUdqEEAJ4CDga8ADnKIqypedcZwM39xTzbkVRXjy43B0dHb0/Weg3pKSkhJycnN4uhuo3SG0bqkPpC20jGILL3yvhonFJOCIi2FTRwrD4CMJAP6kL/Xv3oT3iKBCCkpQjCIYE4XAYSZIQQiatp7PX7YbmsAQopFl/+M9PRadgV10r+fEOqto9TEj771mLd9d2sKUhRJc7yNwh8cSYu9fAPVh5h0J1owuH1YQQYNTrWXOgic0VbTQ2u0mKNTJ/Vv+fV1Hf0hfaxuHy2Koy1hxwc3JhMk6LiUc+2c3IvFjkoIu1a/azqLAeasrpOvtmMJjYlJ0HwOA33sBuC1H6r3vIPPN0pOgYmp99AfvJc9EEAtDZCsCnt97HpH/chSkhASEEXUJAztdzRy17V8H6VZQFdMQnJVL02HO40lL44LXFPLzmNZRwmIoHH8YeY0MbnUSTSyayXzwx+f3Y9s4C3ntvNbfceRE6iwGlXwGKy4Vn6PReqcu+aP9dV5M1dhSmxASITsMTm4pp62fsuf0hnIEuOtxe+r3yBsLXRFfKEDbfeR7K+zsY9cCfMTljIRSga9xJAFheuRuGjsWz6AtYsw74ZecNq88N1Q+x2Ww/fRH3n+nH9ASHgGsURdkihIgENgshFgOLgRsVRQkJIeYDNwI3AM3ALEVRaoUQBcAiIKnnXE8AFwLr6Q6CZwILgb8ASxRFuVcI8Zee/78BOArI6fk3quf4UT1B823AcLoD881CiAWKorT9j/WhUqlUqj5Ep4W/zuxHdVsnyw40kaGDZXWdyDIcsOmZjgZNIIDQaEiIMrNsRxXCoKXOGyLHaiDN2r0grMFA96vant7cH6ag0+i5ddFejs2NhLT4/7p3XqKNvMT/fsZQ0IvdAI3+EAn6MJ/taCDKaeGCUam8vauJ4/PifkS5VIfbkqW72LpmK3+Z/leMWi3jsvQ8/+93uODMOWhTUwnuXEhgXyXMqaf2gzeJmTQKfVQk2jFjaX/9CTrdISrvewxnvA3XgFyC+6uJEm7qX/6UUHMHU//9KMFNq5D1WjRDj0C3e8M3eoM7P12Edm8xWX++kuCyTymYNYo2fRw3nHYmRUvW4e704LCn4m2t5sWnXuLUIXGses+NLaiQ8sCt3HbMUWx98VVSXW2YCjZgdDoxbvwS30X39Fqd9iUDh/VHJMRR/t5npMwYh2nFR5SXtmMcNoS4YVnEJaVDcxk01mIp2szQE89Ge7QfU1cz2J3fOJesSEhaPXQ0ox/Wn8CB2t65KZXqMPjBIFhRlDqgrue/XUKIPUCSoiifH7TbOuDEnn22HrS9CDAJIQxANGBVFGUdgBDiJWAO3UHwbGBSzzEvAsvoDoJnAy8p3d3V64QQUUKIhJ59FyuK0tpzrsV0B9Sv/8T7V6lUKlUflxkbQVNnFw6Tno8272JEchxxiU7SHTbktP4EV35BWKOjNHkiYUBD94vqgwdSabWgRf7Rc4zSrFDfEQYgJP8yA5dcHV4io+yka7WEw2EmpAeIjHISDoc5Z2TyV73Wqt+WjWUugr4gVz/2Of6AB0d6Onl5GTz98ec0Vbpp0O3BDlDTTCadhC6dB2EobXGjTDsT67KF/PvDzbiBC/8UTeL1j9LV6cZhsBI67lICWg3StiLCNgfSyw+in3gkut3L8eRNBGDT1l2MmjYCz023YrzoTALr1vLB2x9z+t+v46MVO/G0d3DyXX9m/533c/2/LoZOD6mSjJyWxd6yfUgGH4XDMhBT/kTZG++QOfFoRM+6VcZNn0BFGb4T/tRr9ftHJ7c2IdUcIHpCIeGVi9FZrURlJbL7wS/IOuU4lLY2lr62gKFJeuxHdH/nYvs2wtOmEN65C/3AAnjlSQ58uoj8ay5GCIElyYkyZTYaRel+t6dS/QH94HDob+wsRDqwAihQFKXzoO0fAW8qivLKt/Y/EbhEUZRpQojhwL2Kokzr+WwCcIOiKMcKIdoVRYnq2S6ANkVRooQQH/ccs6rnsyV0B8eTAKOiKHf3bL8F8CqKcv9/rn3wcOiSkpIffY8qlUql6ltyC4by/JelTMxP5MOdlYzMiMFhNKDXSgi/j4ylT9CSNpyOvHGIg9L0BjxecFX2Ysm/a2F9JMOSbXRWV5PugLVdVpxWM3ma+t4umuon+KBSwz/vepZnnriBWS9fB/tKKMvuR5bGiyklAe+WEkr/8R4ABXs/ItDQiAj5KTJE0pg7G4vZiMOgw9vzS0j36fMkuUqwuNqR0rIIoKN0+FEAJC16kY/eW8G5V5xAV3k95qlT8ReX8tAV9zJx5jBG33A9wZYD6DOHIJXshJCLYGQUbNrItmVrGXbhxaBVuPnCuzj/4tlkpccg+ucjSxKlizaTM2sCQgiC5aXoTCbKtTbaY76b2E318wxa8DAS8MDrm7jy3PFoJAlFURBnXsfKq/+P4enRGM68BhH08K/jzmPg0CzGD85i5fvrmPbYTWgsFlqrW9GXriW4YjP6yy/H3NbEyrv/jc5sxvj4k719i6o/uIOHyB/O4dA/OggWQkQAy4G/KYry3kHbb6J7WPLxykEnE0LkAwuAGYqilP3YILjnszZFUey/VBCsUudhqA5NbRuqQ+krbaOi55VumydIpFEPskwwFMZo0AMyBWWfUpQ9CwBZURB0544xIhPXR3tX+0rb6E0nP7me7UtWsnemG3PQi0uS0O6shbpK/LfeS2liIYRlhux6FZ0xAmEw0lB4EhpA0krUNruJ1MmEZC0mk4Th0csxSgJFG4shEkDGf9ZNROxbTeWq9bz32Osce85RZI8aAU21yA01hOyx6PJGINJykUwWwh0dtJ95IvrJo9AlxFMz5Cgy6reA0ELNfsibgBLqQMghgmgJa3XoVy9Cmj6HgCRh0JvxBTzoJB2erBG9XMN/DOLE7iRkByZO5/FbHmcIkHP8DI547AE0yCibvgS9HqKdXDbiJG5+/R7cHy/nmYXruGf5W0it1bTUe7A17kXr7QBAHjAc2WhEu3MdviFjCA076hcpq/rcUP2Q39qcYIQQOuBd4NVvBcDnAMcCU78VACcD7wNnKYpS1rO5Bkg+6LTJPdsAGoQQCYqi1PUMd2486JiU7zmmhq+HT/9n+7Ifcy8qlUqlUh3sP8OE/UENQgFJo8EXCgGgKILKnJmggIKCJL5+v9pXA2DV4fHyBaN4on8Me1Y/TVNngJwdq8l5+xPYu5XdxjRM3WPwedQ3jGsnZnZnmHZ5SXJa0EgSC3ZXc/kRObS6vUSajDyUOo0bItvwdQbQtJYhAH9zLfsefYWogTlcefF08HtRtq1FDgZxb6+gw1ZH7Iyz2OMyMETyIrYvRf5gDUGNBpkwnW+8BbOPBq8LxduJaKvF11CHMSUREWVD4/V/dT/axmaUonXo8woRgSAkDwBDRO9V8O9Y+C8Xo42woNz8AO2Fg4gv6E/GhDk8cWn3sHNZlpG8nchChzSmO0mZq7aOf/x5LjiicZx/AuOiE6CzHqHVEplspa0+gpiJ42gt3o9xwAjM7z0JKBg3raRr2FHw2UsYK4vxXXQPprINBI02Qkm5vVgLKtX/5geD4J7hyc8CexRFeeCg7TOB64GJiqJ4DtoeBXwC/EVRlNX/2d4T4HYKIUbTnRjrLOCRno8XAGfTnVX6bODDg7ZfLoR4g+7EWB0951kE3COE+M8aFDPoTsylUqlUKtXPsrPJRUDuXlXTqhEMiDcA4FJ0/Oc9b1hWEEKQEaUONlL9ugxa2FjSRtSKHeSNG0Li+ecQ3LocXWwCr2xtoWCgHoD+mSnsX7qUFG8FCSfeiKJAOKzw4aoydmzcx4WzR/C3zSVM6lfI9oevIGd8IfLg0YSWLIfqveTMm4xS34hInYgcFYNUtBoNYEnPITBmHl80a0g1w/6gn+3JR9BV3EyHP8SRGdEEp8zhX6PGUNfpZv4TfyJodmDK6x7Y5+7oxOaIRpk+B5E6gA0fPov7raWMnlwLYRBvvIPy9Du9V8G/Yzs+Wc/7dS2MXL6LoXOmULpjP7kjPSBCYHWCz0/59kbida0YRo1HCIHh5fuQ/SGCxfvQFw7mqHlTqSvaT0LjbrRA+Ue7CHV10dXkIjPkgow8QgLCxd1TCsW6lSjR3W/+NHIIjaeFUPlmNCE/7oOyjatUvxc/pid4HHAmsFMIsa1n21+BhwEDsLgnAcI6RVEuAS4HsoFbhRC39uw/Q1GURuBSvl4iaWHPP+gOft8SQpwPVAAn92z/lO7lkUrpzrt5LoCiKK1CiLuAjT373fmfJFkqlUqlUv0cRlkmSgsGgxG7UYvL5yPCYEAvyQTk7rnAQoiepD9qEKz69Y3Li8aTNYhJJx+Fr7YandWG3NXOOVNHUd7o4t9flsJIhqAAACAASURBVHHd0f1YlTCCgH80T9/4MVlDU0iLMnPShBwGxhjZ3xFg+pB4dpS10S81B0NSCsGKcszX3kHX6w8iujoISRKK0YbfmUXz5j1QtJ9HVxVzxMYzuO6vT3HlRdPYVdTIzRdMZ2tdF75wmD1NbnbUNTP9s1U0vfMcXw48i0H2ME5Nd++v9q5bKTdHIRQDLS9cTGDGeMY+dTvyOx9SH5KJLC8mXFmJ1SKhGCIhwtbLtf37UXj7BYzOzSNUsg9TXAyKEFy/18x9Ex0gBF6LDfOEMWDS0/75Oxhz8zBecjtK+XaCDz6Ce0H3OuPNMSnE3XYH3j1bGDl4JJQVoxROwBefiTnazmMDRnFEuo1MTZDII49DM2wSfo8bFAVFUdBsXoGITQRbPcR2Z7jflJMPisLw0t29WUUq1Q/6SYmxfk/UOcHfpM7DUB2K2jZUh9LX2kaLGxq8YcJhP0mRZtr90OrzE2PQomh0bKppwaIDIbTMzI7s7eL2qr7WNnrLJ3tbOaZrM5ISQvn0MzTBIOHKKh466xH8kuDxf7zMoJw4XEGZGy+eTWpyDELSsOFAA0PibQSDAeoCCu+uqWTOiGTm7HoVrTOGYEkRyuJVrKx3ExcTj2NIFtLV9/LmxgPMHZlLplxPx/b1zH6vjMsvOYeSnaVs2XeAh64+gRa3oCMYJsKgpbzFTZLNhAZBXXsHBtnPSFGGTQhaml1EFm8nmJ2NedAoOt5+DtuY8UixKbieeIKII6fQtWgp2uNmEg6FUIbP7O3q/t0wPf1XguOmcc24s3l0zSsQDLA5aTqRkiApuvvn77qaAAYgt2s7Fq2EpWgd7u17wCBjGX0EcnkJYsRkmts6MDzxGBHHTUNJTMFri0N+7AHMf76ewMrP0WYMR2/wIdJzwevCFZFCRGsJaHQoKz5DRMfQlTMcBo8HoGJMPk1NCsa0FAqWLPpGudXnhuqH/ObmBKtUKpVK9UfnsIDDogG61/5ddKB76fkSYEySg6wILUFJi6TR9F4hVX1KrtOOL2jBsuhdlFEjMGZk4KmpY1NTkBuPSCPmrotYur+DUPFuXitu55zICCrbXYzOiGfhjmr2NXpZt7Oa+y8YQ5svgPG4M6D+AKHODhTA7Pfx/JdbGL9nLyVjLqEgNR6jVmGjO4b3GUmLv5FzLu7OOfrgQ1fz4MoqmvdXoSjw51PGs25nNW9sqKWtohxnnI2c3AyyMp08OiqCiNduR6sXiPZq3BPmYgoHCOvMaKLjEWnRBF2dGMYMQ2M0IIQRd+9W9e+Hy4UcDKILdS+xtv7Bx6hv6uDpExNJMOh46MR+yBojBk13XoOdEYOJ1mthzFD6LTwV19BhWByxYI9FZOVTNPsERk4bAseeS7ixHvwupKc+ovHSeSRMKsTX1kzQYUQp2oC+ZA8GoG3zXg7sqGLoKw9DSi76vdsI9BTP4+4eKeOrqMJQsg4NMh57KjiTv/d2VKreovYE9xHq2zfVoahtQ3Uofb1t7GwMEWnQs72mhUGJ0RTVtmIyGwiGw8zMUnuC+3LbOFzGnfUgCTovC68bT+O7r2KPjOCzqIGkHXcOpbX1aISBzPgoKmvq+MfiMoy2CM4alkx2bATTzr4PgDuuncfuliBt3iCj4uHY568je8JQQm3NUNmB7+jpRB07j/vXd2DU6jAZtYzNjiXSIJhzzTOce9Zk3viilAtnDuL9DXs4a9IgFEXQLzGa1GgjBp2Gix5ehd0GH27rnpm28qYjSIsIg6sNzFa6qg+gCXbS1dBG84Z1ZGYnE3rpdQAs1/yJZRfcjsZoYOjm9b1V1b8bZbdcwpatlURZQ0zpl03kmPE8FjcZgZ6jM2OwR+nZXN6KQS8wanS0uzpIsUZSHYDxW1/li3seZPKEEVBZQdn85xjYWY1/42LkkhqU9g7eP/0O3l1bw/uDy5HTB+B9+lmUhmYMk0fw4vJqBkwZR3bFVqyuDtrHjmbXtf8i85ariDv7ou4Czr+CiKQcPBs3ohk/Cikllbat2zD/363qc0P1g9SeYJVKpVKpellXq5vL5j/B0/dejALkJ0Zh1ErEmdV3rKrDY+bEQazeuA8FiLVaQKclffg0suMsZMVk8PaWasbOvYljz5tHTFIcYxJ0vLqllqk5Tpa/cTM6SbBk3R7On9aPDl+Ah5/6lGuOm4GU2R952acoSZEYW5uQP36LLvuRjMxxIAHvbK+kqcHFxeceyZK1JUxLN7N8ZzVXTMkn0mah0e1FCQfZUNrOIwtLOHtcIi2+ELFpTqw6Pc0+SLOEkWwOZFmG9Dw0GxfjUDpwnncJNbfeSvK8uVBfwdI3FjBl05cQCuB7/wkMMU6CbS0EZl3S29Xf6wyr3iVkioCVC9H5AnjPuoHUWceT3W8LjQ2d2CaO5ktdf9JsVgRhdlQ3MikqhS1l9UzMS0FIEjqdHo9GR1qUBkNKGkfdeCmaugrCWbEELclURppI8rQS1llR4uLIycgktUOP3y6hrzhA15QZBDvbefumf3HZHZeieGvRnXoqvpLtVDz4HlMXPMnuf/wbzr4IQgFEQhqlMZkkpzfhKy3HFvITa9HQ1duVqVJ9ixoEq1QqlUr1PXaXVfDSg1dyyqX/RKfTYjLD4sev6O1iqfqQ5PwBPHniNHbJMgPtq6CliWatmXBNBw6Lhi+3HuDq2y5DIYhVo2NNnZuifc0U7WsmxW6iMN3OoOx49JJEii2CGy45mjqHkcTN7+PzejE7o/DVVvGWlMOkIRbe3lZHTIRgZv8YTBkRvLm3g67qatyZozgmw8mGTbuotSUxJtmM12QmKcrC85dNwKBRuPfLfTgsBiKNWkIKtJfsJLr/MMIeN1gMBD94Af0Rk1FWfUDCny4mjIGWZ+dTcOxxPH3UMWzfVkV0fDRRBkF1k4u71CAYuWw3clUV2ggLTQNnot28mk33PcqRjz2I86lHCJ9zCW8uqOSi2dk8v6SIWJOGTp+f8XmpmI267kR+FgtCDqEEJapsWSTHeSEpFVmro7WlkwZ0pJnNaI8+AeqqaG5rprOtnZtDicw/ahjxioLS0ca8WevQmLVI/QqQlSCesv0MvOQkhBwi95IT8ANUl1NuSeLNv95Da1kVf1/0NJ2LPqRTE4Fu7efgzPj65nw+kKTuNYxVql6gBsEqlUqlUn2PCSPzAcjPTuDT5TvZ+Oqfe7lEqr5GA0w55TZGDErj4wsnIhSFR7c1A828dHIOo3KiibRZWFncyKCB0Rw1OJnAlEwMeh1OvYzFCEUSlDd2IDc2EWkxYTUmELF4PRGzT0OTlYsntj/+DeU8tqWVwsRIChKs7Gr20djZRWGMjn2Foyh3Q0RTO+HkDGwuL4l2C5e8uIEnzxpGTNDHizta8Hv9bDvQyV0nD8Fi1CASJ7O1wYNGE02GPgLp/g/xKArm1a8TLt+JZIogdu7JhPUmxpx8FBc9MpaaVWuIWr0WZezo3q7634Rrrn0Wm5C56p/XEbVjEcJhY+a1p9N607WsNyZwbEwCo/Ik2to6GFTQPef22IIkdla3I0ndGe0fXrYfg68De0I8uQ4Tk+b/kziHlZU3v0GsRY8E+DY1YBw4nkBkNJ5SP3+aOQRJKHxe42f6lqdAkki49BK63n8XKTqODadewOSFz9CychmaRXsI19TD6DkcuONOko6dyl9vOROt2YQUnwbX3o3NYMZduuebN3fxKSAEvPDBYa5Vlaqb5vbbb+/tMvwq/H7/7b1dht+S1tZWHA5HbxdD9Ruktg3VofT1tlHnDqPXahk/Kp+LTptOWoypt4v0m9HX28bhMjg5kg1BB47UNObUfkmxYxBLm7uDm7n5DmKsJm5+eRUSeoYlW9lTVsfkvGiiDAr6nm4OjdaE7PNxwY0v88W+dvKyI8g97Qz0T95FeOH7fJF9JK+vLWV6mpkVC1fiM1s5Kj+Z4oZWNlR7GJSkx6qR+WhtPWPzY6ls9rL0QCf3zcpgZ00HbklHgdPKmuJWThmfiklnwO0Psry0BaNB4A6EMAqoavXT1BXEH9sPzetPYRhUgLe+Bc2+bTjSMpEjrbQsX89GSxJei42YMeN6seb/NxXnn8iac68hxrWfjtXriHEIDB21BB0pP+p4fckagks+5pgTJjJ6VCbWUWOhbA9+owFjlwvTOefTL0YilJzDxi4dGiHhpbtn6+0VpQxOc6KVwO0LEG+G8rp2tq/ciE8ycVK6h5obnqa2w4MkNHQGwnSm5OFYu4CdkXmIsIzFZEAICUmAxeLEWL8fMXwSbFiOJtpK1hXnEg6HMSsydV1B7HNnE4pNp6t+O2V3PoOvpo6E085l6+YiYte9h9iygnD1fprTBn793NDqoGAw9Mv7tb4G1e+Q0Wi843BdSzpcF1KpVCqV6vfE39WFoijcsbiEWxft7e3iqPooRRL4hMzja/yIpAySrGAzdn+WZDNw5IQBmPytXPnSak6bmP6d49OsUFXVxNRzT+CJvxxDcVkbn+2px/33NzAcdwzNwSBnDE4gKdZBm8XJgKQI/D4fE9JiibMZcfkVEpw25HCA9k4fw3OdPDM3nbxkO3VdLhItJoJhmVPGptDiCtDi8bC2uo1A2E84BDqtxBfri2lr72R/VQ0GsxH3bc9z5ZRLMAU86CYeg0jLQCfAduIsRvRzoGtvBMDy1I2Yn/zLYaztX0ZcupO0kwezf/c+nnrhHZbOu5SmJjcPjZ3GY8ee9IPHa7pcaLZuRRcbj7XfICR3F4ZjTubtt9azpsqPKzGPf172CNUtHtrb3bQokBVpJODyooRkLAYtD60o5Z8Li3h9dzt76zs56pSpjB+WyptjrkQOSlS6gry2tpxwSCEUhi0DZrF2Xy2OqEg21rfT4vHT5fdT6sxBWE0IwhBloKOsFe/Cd3DXtVPb4sJfUY1GAt+iN0nramXUfZczYHw2IjWNIdMnIFnseKediWnISJLWLabhlde6b9IcAFPwV/4mVKpDU3uC+wj1rb3qUNS2oTqUvt42djf7MOk0WA0SWo1gQrq1t4v0m9HX28bh5NdpyYiNIByTQHJaLKXNAdLtFgqTLAA0umSSMxMYnZfCkATz955jUIaDgCRRXN/J7GHZxFstbCpvIstdgjl3LG+uKiHKpsfll0lOjcau0aLVaBiRFsuE1ChC4TDHFCZx0uBYBsaa0Wq7u5nHZMbQ4RdoJYkks5auYJDm2lYGxEdx58clpBiCrN9SRmtAJic5Cr1Zh0CL2xtklDiAXfYhKorxbtmCobEKsz2a9p37yb3qCtpbO7FERyLikwkm9js8le1zY67YTtAa1z1f9WeyuJoo3VbOF1/uYO6AbAaOy6LSnMKeV9/C2lrL0D9fdchj9TedhTY2FjnWiaZsN3JjNdrZ58P6z8g0h0kfOxTtm08x9JKL0Iw7CkmBV5ftZfrAFFKiI/lgdz3NgQD9YyJIjtLj8oVQLJFkOg2MS0/AYdLx+tYKbGYDqfERdIZCNHqDRGkg0RnN5oY2EsxaRqY7iLeZKKtrI65wNNK2TdTuLWPRk69Rvq4ER0oiycfMRi8JxKdvgTCjsZkw1hwAgwHN2Jm4334aacyRhMu2ogvLhJYvw7j+S8TqxUROm4beaiPgSP3Z9fy/0qxfiPnT51G8Xcip/XutHKqvHc6eYHVOsEqlUqlU3yMnzo4sC0anxzAmA0Du7SKp+iAhulcMMcRZqW35f/buMjCuKn/4+PfOHbdkZpKZuDVpPHVN3Q0p0NICpVBsYdHFbSmy6AKLLF7cC0VKS929pZZaGtfGddzu86K7sCxkFyny/Pd+XrXJ5Jxzz/29mN9RNzFWHTGab35vMqjIizTy3+4VkUJh8uxmSrtcrD/eSq7dSHja1by45ACTh2Si0YpcPdnOjEseoX9WIuV1LdxxzdmcXZjKiNSeB4BSI785Lf3lv36OLmcIqvpq/F1eBmcno46yUNPiocwdRq9S4g520u2HghueQV32BRsvuw/75PFk3XoXbFqDZdpognu3Y4mJwefxozQZf073/Si6mgMoAGVlEcH0fj+5HP+bbzHq4nmMu+0afKWldBftpf/EEaSfOxzD/AsQ3a04VWY4cgCj2k0oHEQMS4Trq/EMHUr44B60wycj5PZBUmppP2cqkR9+gdm8FMHZwaeXvEA4LGGoaEUSJZ6+aDjrSpooiLFw/+kF6EUobnVS3BQkKcrMOXYlKyq7MeSKFNV0clZ+Au8frCMrxkRKpJGqLhd6tRKvIJFjN3O81UlDZ4Bxlz2ORq9j0cILUSeOYMT8FBaMLwRBgeTqwvXJq2hPOw91ZwXKEeMINJQjDB2D5PfTdfp4iIpANWgo6uR89v/tAfRHqlhU5ca5poTZjjQK+ySi727HPWDGqXuJP4IkhhHGTEfq6vhN6pf9tuSZ4P8R8qi9rCdybMh68r8eG50+aOv0oNOqEQSI1MhXI/3T/3ps/JrMGiOJZj2GcBC9Rk1Jo4sOVzeDk60AdDpDiAoBUQhj1fU8e/n+yr1EGvVIajWfrz3Ejj3HuXBiPjqliFIpYTdoqWzqxJ+Qzvwzh3DZOWMYnPLNrO8PkV+QzZ7yRgx+L3HRFo53dmPWqdAoBOINatKtRhZtqmDlV3XkJ5rp7ammqaWbopLj9FE1Q+9sKt78kHfeX0PhmRNQ6nQoRPFXmy1cesEVsH831U1txCU7CEdE//hCQiGCx7bTqIkk0mHFL5owNJXhP1aEdvpkFIEgZWvW8MjMBUw/fRAKrRYBePz8m6jZfYiuQ6Wo+wyjMRAk0mZl5WsfUfDci3S/9nfCxVX4vlxF/ZTz6PL5WXusFb1eRUubiyaXixZvgCaXj8EJOlIsagYkmBiWZKS5082w9HhCYdBpRPY2dTDMbiYgCMSb9bR5/Vi0aoJhCXVY4kRTMw3dfpq6wyhUGnwResYm2pBsdt6dPQ+l5wRLVhSjveoBLBX78L/+FpqCdESzGTatRLLFENy8DaKjUc88j/379nF0yZdEJKeTN6gfKS3NDDh/CrpJs1C4Owj5gkhm6yl/n1978n5443k0OBFWvEl43ecwcjqqtjpEUQSFSMie8svV/y8EvwdtcyVBg/XkwWCyb5FngmUymUwm+43pFGAx65EkibA8CSz7jWypbEAXhrqaDnZ7INOhwxj6JiD7Jf6wA9v+cuEIPtpTiwZIVnso627mo6J6whLUNnZhj/Rxbm4EAaWIFIIMK4Dmv5T6bVFKkQ+ee4+kWBsvP341jU4/u2payYmPIDU6gr2HyhhqFdj+6Wb+fOQrpl8cTUTfXozpk0A4JgHPto3YxxZyZbIJgOU33MOYiXmI29cT2rWPQFMnyg9WIfyMpcr/yeTxaTjLG0i2G+kuKkWX2Jsf+1XZULQOBg9BXdtE46ZtbFm9m3PeeBnliVIoOcSBtjCtFfX4XT4U9bVgigClgtTCQWRrw2iHD+fYrY/R4gvSds4Mpv35Wlqbm/hwwHwKEwz4L9VSXt1K/zgr9XYfuSYVNd4QubFWXIEwE1K/O3M+IC2Kig5ocXrxdDkxCiIfHm1mTt9YSpraaWz1MDXdSkmTG7/Xw7xhaeyq9nDexBwElYYpBQ4+PNCEUANXb1qH0+vlzr+sYGZSDMF3N2G++QYU9hicdXXoR09FqKyg8dUvcRiVEO6m37DBDNiwAUIBgk0nEO+5mX1PPUuO4lPU5YfQmSJALeKc+wvt/z5+FE9UJM49+4gZUoBkMOBvKIXjxWy45WksBQn0WjLml6n73yj8HhQ+F0hhEMRfpU7Z95OTYJlMJpPJvofdCPcuWk/vYX0ASLNYfuMWyf4XNbS6SLRbMEcbUdZ1IwTCXDch4yeV1Sclls++3IGiVy4ZvXKpb+vipnHZdHmjsKhOJtbTsyw/+dTUCLOCvz99FbEWMw8uWsbD15xFb4cZQQjzxfFm9ld2McSh4dZ7LsUM1H75MHFJKRhtDnB2obdb8NjiCK5aSeX7a5k8bxLHNpdgr9mDad6lHH7+TWIeuw/brQt/Ygv/s466VmIvu4y6FVtJHm6l/sVniLjix12N5jlRh8YQgX7KGPRr3uKcu69FYYzAHZuJV2UluP8QvfJgwIRBhPP7IYoiVQeOsmPxCroUEPPxRiYf3Y1CVKDQaJBcnZSHrQyMV+ANh/GEwReSONTmZHIvB40uHxatEkI+Qv6eR+tSIyV21zuxAP0SouiXEMVXNc18snwfyckRVLY7aA2Esf4jL9t8vJlBaSZ2VXWy8O0qzh2Xi1mj5qoVNUzvbeGey8/gRH0zaVYToj0GBBF9bCyCIOBL68Pu9jDD1BqCa1+hzakhbWABJKUT3r4GhRAgY8HFiFs+h6xchIJCcHZDKARiz4nhbbYUFAI82FL5o96J4U9Xo+l08eo1dzEvzoAgSVQtWcuJoqOM/uJFvM2tv+hmF3VDKUFzNGF9BOHuDoS9m8CWCsaIX7DW/6BkGx8/+BI6l5tRL7yA0foLzsL/jslJsEwmk8lkPdh6sJw1u4rRalTMfXrBb90c2f8go1rNlgNHmJCZiqu+FaPypx/QNveWF6gtr+e2uy5nxScrEPoOJP6ePwHQsOEvAKh+5iRrgc5NRmI876anMPq8+4nPTmf743OIVECvRAuuELzx5AdMOH8G74aG8lmqSBAFT+gmcXPnUoIr30M5ZQpVryxGbZ+KGG9HF6tF1EsULPwjGpsVd3MlRKf8+MbNmgCiEt5f8b2/7txURNzp7SSMGYCw+lNih46FfStw95vyg6tQ+kPsuGEhMVNHkvG3p5FCQcKNNegciWgPbiRVcGGdPZ8F02bCkpN38CbOuIhH39bA/u0wZiLCunfBngiDJ7HbYz9ZsAIEoLa5hUAwAGg43NBBQfzJbQkp/zwy/D8IAYJKwh8MEw6H6XB7ONHt5oEpk7jzyQ8ZMXEgVxamAPDVV8ep96WxacU2uiQtM8fkcKy1i0sGx6JXawGBp9YcJSF7HvdITWC2oLAlEFYoWFcVwFvTQMChJXDGnzAhsfO+2xgwMA6fUYdv62GU4mpe39XCMGUDuX3GEXLWYHz5TsIKBe7LH/ze9t9wzzxiTFp+7MaU49v3onB2EjZFoDNGIvQZiLbxY/LOm4r7ljtBp4aRZ/7IUn849foliMmZeIafgbajDiF3AJoTxfgyBv9idf4nb/3pEQ5t3gtA+KoFzHj/f/OuZjkJlslkMpmsBy/fv4AT3W4yTN9/6q5M9ktb/MlGnCiY0DeLM4akoDX+92SnJ3te/SMAQ276jC4n9LKbeOf5m5B+ge3u952ezdlDe9PpO3kNjlUvsrLUj14FJeU1xCzfwM4DJVRd9wDhEAxsc7N5RwuDxk1Eo7NR6fQxdnwfAs1xBNud1C5fReLlFyJsXY0BcF1wK8a6w3giYgjZ09CX7SJgtBFw9OqxTaqJQ1Gr1bjCIVB8d8ax1WAj1FSHKjYRr96B1hz5o587sPpL+ozJpLH6OFIwQNjtRhD1SEtfweP18fH1T2G976+0J6RSMCQfTYKVHX1H0CpqqevywkNLmb/oUXarBnGBV2Ln8TomFdhZXtbFoGgl7mCI/jYdEdYIQl4PX1U04AoGSRkY91/b1j/KyBfl7bR6WukOg8lo4Nqzh1Pd0s01F0791hbVh64cw/FmF1cXzuPDXaV4fF7CQFWTmy8PHGPF+oNMmTaEXnY7zateJcruIOhzUT79ZgrijDx8rBVrdRuj8kwEgmF0l92G+8gKxM8/QnXO2QSee5E5w4Yg9OmHq6MV1fFDvPbmWvYeaeCRHpLgZKUP0R/E9daDMO+OH/xOFt3+JH/54DFimoKEk3vTeqQMS1IyOlFCfdV8iEnA+YNL++8ODB2B2N1J3uEihFeeQBo5HPGfnVt8GHLyEX2nssYfZuuLr/H5rX/GFm/jiScvReo3HKVajRdor6mjo6aO3CNLEcIhXBfcCXrDr97GX5OcBMtkMplM1gO7DlQKAxa9fCiW7Lcx86wR3P/MatJsJoqAdKvpZ5c5bUQGQVU+M/Pt1DglkiJP/d7E6lYP0aYIQv/48j81y8KARAsWNbTuykWKy+D0/L48v6USjRLskRpU/c9j3kOLuN2/iyGnDWPzax8y4pypaCp3E7CbEZUCAgLh+AyEA5vxBIJIdY0QFFGEAmg6G/5jEqwZOw0kYPdyGDj15Kzwv6hqa2NkMEhXryGY1Rqc69eAqILehT/4uQ19cyAcRDNwFIIkoFCKbFi2gtF2NbpBo7i4ZAFKRQh0ZhQBL6Ag5/wrEYp2o2woh5Gn8cBBiRuGZHCsvo30xAgOnXBRYDOgU4sseX8lc+aMR6tx4kYkIsJA8g88tE+lUpGgE5mWG0eby0eyGXw+qO4OgULJv56An2xWsr3YRbotkswoIxa1klAQHGqBOYNTyDRJ5OQ7aHQHWTbycuYrq+nWRXHl01+w/2gDj994Gs0uL5d/cICgx8crFw2iJXI20UIIccBoVA+mIcQk4fH6aP1kCQc/XsreIw3ceN/l3BqZyCMdNd9pvzCgECJtVLz1Ormr3wC1hpp2P/HpSSiUIu6skd/73Hc/dDlBtYazFt6O66HrKF9TwpC5QylaU07BzQtA3cNWF3cXBDwQ4fhB/Uvtcdi2nGjRhz3DhrelBZ2zmvDGFrylVVB+N8E7bkXYthZ3Rzfkjfth5Z4in9/6Z555dB4PvbyRYOUJDIXfDO7GdBSTYFPTsmQtXXF2PFsvIOWNT37V9v3a5CRYJpPJZLIe6FSgU8kJsOy388fhiUzLuYSlR+vYW+OiKd5FQUzCzypzeO9Y7nr+MxIcU1D6fZyRk3yKWvuN/MRIdta5GBz7zcy1/R8TS2ecN5nUCB0ej4/HXllGbU0Lnzx3HWsqd/Pay3dS2LKLjTcuRB9vJ9DYgGr+deiqyhEMavYv3gCpNQhuP95gCKVSRdK8bvbc9QIKlZr+2zYQCoXYMnA4pmgb/VctB8C1YzNGCxAMoHZ14tm4BHHcbNi0FPXGvZTPpAAAIABJREFUL5D6D+PCj5+HyjIiv1oGWX0I5/Yl6Hah/hHP7XZJqDJzUPUdTdAX4sgJidKcqWhTYhAEgbiSPST170fA50WhUIFCgfjukwhqDZ5OJ/WqBIYkd1N8ogu/swuLMZKtx+vRaLwU9rIyc85o7n7qE3ql2Pj07jM43OIj2/bDWvjp/nK+3FGJE/B5fFw1NA6NBu667yNaTEk4fT523jPm68/PGRRHVZfEU+/tJH94DrP6x9HuD7JnbynVFbUoou2c8ECMUk2obyar//wA8UMvI6VfLkvLnRSmGugXrWTZpnIeWhXB1OxY7PWVKEQlYq88QqEQ3nuuJi4nj4gH72bZmPN485l3ibZ9/0CP0NaGcGQvhyrbibQWE+gKYchO4S9j5pM0tBfnLF379ZVi/+R85XH0ra18ufEjVLc8yKRrL2CwLQpGTib/rGRC7z0NJhNkD/hOfca6QyfL+AFJsKFkG0JnO64ON72e+DPhXTvw1R6mccc+Uu+8B9Y/jHpoLkVPvURWoAtBa/jRy7q/V8lhDHTiAsgY/h8/ev/DlxA2mhiR4+D1tYe51PghotnAkj/cQp/zzyU71EC1KJKd3xeFzUrwVLTvd0xOgmUymUwmk8l+x8x6ePjuvxMOwuv/2Lv7c0zMsbBuyki+qurmpbN/2iFb/40oCAxP+P47fgdbw3zV6QPg7LPHoNKq2VLZzJD8dD7ZW08oI5vxZwxAGjSa+rc+oKu0kZgJY6Cjkaybr0Yy6GneU0T8qIGsn3cTYm0lY167HwAnUPLI3Uy/cvzX/wcwfPE6wdnn4X36KXQ3XE8k0FpRyr5nn6doTzFjSro5tO4BJGB+7SHw+zAXvQ5+P85P30LfchzBHMnh/Z04rrgEXfL3DBy89CQqyUt481q29p0DqDj/nrf46Mk/IEmQEWOkXVVAaOkriIKAv6SYTrWF6jn3EA6HafL46I2Ez+cj2mFmS5MIzi6irAoKkxx0OH0Y1WruuvlsABQKBfn2H3Y6OMCfxqbxyspKHn/vAABXDT25hPrs04Zy3yPvMWVUwXf+JtkM8+YMRAgoiNCpUQgaausaWddmhHonKhQ0hkIoVq9g/7iryLFoafQoGN7LSK5FS1hUkmKPIuz1UBBvRJ2difTRC4Q0WsLmSF7a082c2WNJcLYzdnxfzpmcT0ilwvPvDZEkPG9/gKqwL3PG5ECvLGhogIJc8s6dQdzw4dQ/+xDx13x7mbTGICCEzIxNDWJ7ZS3h+kqkxiqEqhJorkdUKKGr63v7yw8//JC4mkqk+CRuueV5rrhsBrWL1zJl3EQcQRHJ2Y3h/FmQkU1059voz7oCQQqdkiXYKjoRAD3g/i+fVdpj2HigkswZk4k4eBj/oBHU1bfiC6vIyUuCPTUY46NR2CIIt7d95+8V3m4kpQZJ+WOGhX6/5CRYJpPJZDKZ7HfMppYoW/Pzk99/Vef67e79So+18V5RCUd3H+ba+ZNo9ATQq9Q8tbOMN+YNYe4LW5h05T1IoRAxlgSEmqNQdRBJo6GkspOkCCe2wnF4nC3k3XAJxx56GVIKODR+EkF7LJnj+uAprua+j3bSb08Tdl8jIy67GFVMCs7WTkKA0pqAJTqOkXfdyLEFt9JrQBzW/JmodVrCrU2EGxoRR01HqipG29mFImMsAV00+RPMdNQ0wfckwUJ3E6qpM0ChIDfWQFOrjz9ePwutGjq8Ad7dV43bF2TOuD9gtZjZUVRLvF2PUSmxs64Ds1rDxvJmkrQCLW4fBiR8AiSbTAT9QaIMKhpdbhIMSg6c6AZ+/In1j52bw+Ob63lgevrXP5s5JJmBr/2JtMjvT24WDIjjb2sq0CoU1Hc4sSSmMSEuxJqdx/n4xmn4AyFuPTiczOQY7EoJTZeffrEWkMJc8ewq8kwSDdpIBmfH4+13DuavbscUCuBsb8byxEuENz5NbVo6IyYPY/ebX9BU3YjyvvcorDj+dRuCLhfGa66kfNNe0qePo62yCoUnhMXl5IxzCnll0RtcescdlDxzL8mX30RYY4CtG3n1icV0dHuRFAoeGLUEQiG6aiqJCEowfQ5hUYnQwx3FPyrVc8QS2LcPa0wEhigDydMG4H/nNYKzZ8O+rUipvdk87wbiJ41h8WlXMnr2cNq79SSMHv1javmOg61u8jTQWFNP7UNPEAyFGfjGku987pncAm54cSED+kocvP0ZADTnziTps8+ZffflBGvqWPzqes6/51K+vP5JAMZcs/BbZeiWvkzIFot33Nyf1ebfCzkJlslkMplMJvud++HzfT/Mm7N/mRngH0KhUPDp55uRzNF0+0NILZ0cqG5gRpSRfuc9Ti+HgYXvObnWv4XaM+4ko7kYodlN2OUkqaOK3R/swy0qKJycx7Gt5Qx6/QHaVq8k+6JJSJKEr/YE4bYuFn7+AuFACIVahfe5Z/GPrUa021AotXTdeTtCcxPC/Llccss8PO2dJGTEE+puQ2GJRjBH4t+/BVWkBf/OLUj2iaiVWtCbiUhVf+8sXsPSdaTFmAkJCo6aB9Lu9BIpSJQ1ubBpldRVt4MU5FCUGXW7H61Jj04lIihgRKKF5q4Qos+PzWpEjYIUh5WdZbW4AlrCgkTvaDMnquvJ6J/JRXk/7ZTw3onRLLowFof6m8W4KoEeE+B/un5CKuc8vYXTRmSw7GADN55bwJq9Dbz+VQVRWh1Go4NErQJBqcYSlNjX2AHAX+YOZsOuEvqlRHKgtg21QkH8Ofey55JZ9DW5Kc1ScFZCLj6zGVUwiHlYHoPmDCcYGYX3X+rvvv0ilAmpGENOBK0OW90xOv1+JK0OpUpkotGEYtOXZE6cjqJiLwFRpPzVZ5lx/TwyclJBUiDkDUNCgfLe62D+AqSuVhSOHIRoC0LJNqT/spz4PwkJCpZ/uAJ/axfuxnacRfVorjsTvwAKnZ5wSga5l56GYWghiVOHIfg1mLNSCP3kGk/q+HIlS4/XYHZYKJwzi9InXqH0/ItIf+d1Pp1zLgnDRrL4vseYNj6bpQvuYNLlExn+1+uRQiGWz7mSAfPPJVqppGzZRlKMIluLykiY1g+r9d/iq2gbG29/BYDCTf1Qujtx9RoM/7b8/P8nchIsk8lkMplMJvtVNVfW8tqj0xiR7uDOXaXkxMWyvvg4HU2NbG+EI/VtTPvbHSBJ1A2YAwhQc5T4pOOMmzETRXoB0vKPGBMVjVR6mJCrC5LSEDxedFkFeDbtRNncgJTcG8njwnvmbLp37MeWn81bD7/OrMkTMaTF42ptQ6NVou03CJxdCCnpOLuD6PUi0uZVCBfdQsPBMvyfbSXrtquofHsTOoUZw20Pf+eZup0eXEtWgSBgnHYbeq2WVdt38Wp1B8OyklkwIYnGNg/RESHcPoG/vfkZgwoHIvnCnDcig2S7mmW7qihQSqj9AbpQ0VLbQmu7k0sXFOLyw7lj8onU/vTdpBlRIvzE3agZDjP+QJgbzz25bHru2HSqdu3kw93lvPHAHDRqJf2Sbaw46CE77uTs6vObjpKeHEtXh4tUW5i6oJ9Gf5AFfzqLA9nTuUKnpcx1Pqn+Y+jNNqL27uGIOZWDxU34rr2Os59+CgBj796sXruXqQvOpauuFiPQpI8ncuNyGkUDn244xuSSMpxuI2VvLyZ2xhTagmqmNBbzyuK1pPfPZEzfUdy/rZ2bWjpx3XE3wYgI2s+/nJU3LSSkC3PhO8Oh5QSGE0dwZQ4jvGklilAAnxiDJi0NOLn3F8CVMRxNYymitxu/JZ6Q18uAuWeitNhBrafv/ClsPNZCqtOJNKQfpq52dF0diBXH8bd2cWzxGjRtraTs3PuT3yVAktvN7rU7GD8uE2P0WcQUDkLUqHAWb2OAQ8Ur9z6CSgETrr0EdfFBpNhkmncVUbZ+P94IKx+++ilXagPYO5vQXzqPmIaj3Pj2VuxmNTfe9009Qs3Rr/8d0hpRBL6zYP3/O3ISLJPJZDKZTCb7Vc2ZPgKVzsSSg/W8+9py9i65i031HlJTYhk3OJPXl+3G5fMRDAaJM5vR61QImflofDEIohIpGESyxSGeNhcEBeXP/o2s8hNIoRDvv/olsycMYv8Ln1HW2sC4qy/mqw+WEjtxDNaxE7j4QivBvRvoQocYCCOkJoHSgmAEAZH4C16h9YkhqC+8Ge+DN1EvGvCVt6DcspP0u59EEAS6//2B6muI7JcBzS2g11PT6mbz4eMcrHeSGBNJYd9opty3CYVGiSQJ3HhuPn84Zzw13UGmDI9Hr1UTlsLYjDA0NYbPdpcTEanEnJrANTNP3gVsUMNPTWBPBadKx6y+CXR4JQRB4sxULXUDz+YupZK1O48yzKGkusVNdoyV1MiT7UyNNjE2M4EjJRUs33kMa4SJylYXyWOnYBXMtHshN8GIIAwmpDmMFB1Neq80cixqSJv8zYx7wE2yPYrS9euwt7VRM3YayxZ9yLR5p/PJcx9yRlo0qXqBQ8X72Vbexrh9+zl2rJqJWWPRdTXw8RO7OPtYJlk5cdw19yzEuGS6v9pF9aI3uGJK2sm9393tGJY8w6GXlxOdFk0gFEIlSeyua2XEvS8C4H7hRejohEWfInQ1cc2gcwF49NErUG3fw/Trr6az5DCVndCrfyq60mOYUuPZ9vjL+LYcYFDfGMSzZtF/5iAk/vs+3v9EX7KNxLxYLr5yHK+8sZVBu9djjwZBCHDwk8+IO3MmlsUbsdot7LzxfobMHIXa6sBx3mwcZ02naMn7zEhM5sCxNlImFNL99rvsrO/i6RXPIpoicHZ2QMTJa8Laq2oYfcuZIIosvf569Km9iR5QQa/Tz/oZT/DbkpNgmUwmk8lkMtmv6i+Xj2VnlZNetpMLvW/+6ydkJph545U/oVCI3HrpFCqbTx6e9dnhei4YcnIPa3DZEgQxRNjtQejuprmxEjEhjYrtq8n/4zUInc1M27aLV7/YgTksMfficXiaKxmh8sLGFfgHD4fGToTYJD6Zdz0XrV5K44E92HUupMRU3K4g7zw2j47e8dgqdqB95GVGCCIKUSTcWodwZCsAyvhsgiY7iCevlzpxoonAkJFsKq1EXXg6T20q5oxULd78OBa/u4rhg9IJSnDB6HgizWbW7qxmwOm5vLvyKDargVve3odVp2Jwjo2BN3/KH87KYmBULEv3VgC2X/8FfY+r8u28vL2a2f2sWAUdOp2O1ftrOXysnsxeFjYdrMJstVDW6uLuSSf3TI9KtqISBXqnJrB2TxW9hsSTLSo4WNXImi11CFKYy0YmE23Q4e3UMnHKNAIuN62V7Wg3vQGPnVyirD5aTdZFC6h85hUiR+bhmDqZ/NFDkAI+sob1o/61Nzm4o4wSg4Hn2ksJHttH6YU34LLF09W5i7+veIrpsVNxhkK0vHkn3VUf4/jD5eTlVELOQMrWbibm73dSb7JTNXQYe2obmC12giCQsm3/132gv/wyBEHAGQ6hXP8Fj07KhHCY5q076FBp6LjpbnxD+9C7oA9q0Ue9QkvLgaOMuO1KSM4Dtxeaq0DZFyH83X35vto6isZMhD75DPz4g+99D8qSbWg5ORyyanMJ3cvWkZmRyKZHP2XQsGRwWEjQ6bHFOVBEWjlc2cYf1r2As6YeTb9hYDaBN0helANfbn8GJnfga+mi44IL2HTNQ8xuaYGDO1HbivDPvAoUImavG3KyIT6FkjfW4aiop7D5EEu/XMO055871aH2q5CTYJlMJpPJZDLZr0qjEjlU2kBSkp2dHy9kyNkLufjxuXT7Arywdi+JMUbuf/fkwUhPXdKPj76qQq0UiOtzHonr3qRzxVqER1+l15Ev0fk7UOYWEig+TnDNWmxnT+HqlDSorwZHEt0n6vFo9YgakeiuVgiF8Hpg1gtP0HL/XVgSjARjEzmWPIL7dlZzeSF0uv1YRQ1C+QHw+Qgn5RDYvxXqGxCTk9DWLCcQl4avYCwAi846nwf/+gdycmwE/AfRTp1Pi1uFIxQk564LAfj07vFoBDX+oJ/a6i7+9vluJg5I54Vlx3j+/Hw27anAnmjl5evGkBShR6GQuGVSz/ce/9qyMyLIzoj41s8yjdCWFMfQBAO9E2w8uaKES0Ylff37gKCgtK4Vp1LByPEFRAgiJzq6MRs11FTWIioU5EXn4AyBJcpGlyIJo+sQut5JdO3ejnH/dug7jI9Lm5j5wnNk330LKJWEGyugqRkh0oyojyI+1UFMTBRp/Qez/JbbmFIQz2Vn9+fDRZ9zwQ2z2JM4nt4RWlSChPnsmTgy+rHnhJ+EljdorG8m0a4jYLSza3sFA0+UYAmHwKhHf9ddZAnC1zPS4XAYURQRyssIabToL7sQ/B7szW1Yt2zHmWRHr1KhTkmCfdtInDQNAMnsQPC5kGqLEQIhAi3NSFYrVB+CpLyv+6vi2QcZs/xlJEk6ee3R95AqKti6aS8DBvQGBHb64Pb+KbQZGtDNmMCih98lZeI4opev5oYbZ6IbMYHrRpzH7NsvY0iBgLK6hCa/GusVd8PhXSitVqTILhouup05KQ4CTieBnUUIoYMw/CyIjUfR0MhDr63ltvcfZ+LIHLInTERJiKnGn39v+W9FXLhw4W/dhl+Ez+db+Fu34fekra0Nm+33MZIo+32RY0PWEzk2ZD2RY0PWkx8TGy/truejNYeocnpZ99h5pNkjyT/zdi6cOoKCpHgWrT5Md3sr88ZngwAqUSAxwkBrch88g8egirBRac1C32sg1vje6HcuQzvrHF6++W8se2MZY+65FYQwpe8tp62qhaTrL+XOtmgmth4mgBqtKRK1z0ugsRL95XfwxK5OvG4PHT5ob3Oiik/B4IhCbY2DnctQCBKiXoNn726UUVGIRw4Tdp0gnJxPYWQn6pR0FD4PPkcSm4RUnMEwnjDMzbGQH63Drhdp7fAQE6EnxWEiq1csVqOOQRnRbKpu4/DBUvonRNE7wYYgSCT/tLOvflVP72xmWnY0Ja0Bog16pvaNQ0MY9T+m2WJMShIsOg42e9BIcO/7e1l/qJWxubFsK22jyxPGbDWw7GgLle0uou2JxJVtQeoC1bBRCJvXwIjxDMy1o0l0QJQDIRxCiHAgZPVBEZeGT60jqFfhbT2BrbMBXWs7il69cCosjH70Efzb1nEsdRQajZa3Nxxnf7eJlY1hukMi7TF59PeXIGT35cBz7zP+livQjhqBdvJESElEGWkFQUBsqyVoS0Q4UYpSqUQZciImpiFEWBDCClRZOWgKR2CeNBXlhNMQv9pAbauTiIzeAAgqDWFdJMLhbQTsqQSeeRrdtCmoQz78tm8GDSz6IOKu9QgVxwmVHkTKG/at/tYvewmp9ChBKYiqvYneZ05n+rRhOFvrMdY1IpaUk3TZPI7WNuM8eISkJBua6uOMKexD2pQZHLT1pUybRIc5gS5Jh7BuJaZkB4JHIvWsMSTPGIlv7XpUFy1AO2E84Q2foNUKKPIKiM9KIEqnJexRUFRWQ7KnAff2XYhDRoPm1Bzdp9Vq7z0lBf0AchL8P0L+wiLriRwbsp7IsSHriRwbsp78mNg4Pd/BpeN7My3XAdLJpaE6czRmayT3vr+bIRF+XrhlJlXVDbS2edCb9WQ4jBxu6KAgIRpvSMCmEgkLArUKDXHOKoiMZtjl8xlzxiiEzH64F95NwjmTiZtYSGNkBr1y+rFcSCBX14U2Kx9lehqqrD542ppwW5PoqKxmbF4iFf4wWbGRrCxz0y9aRBHfCxJ607xxKRqfB2XBEITpF0BHG8GYVNRblqPK7YNPZ6I050wsagWt3gBhID/6mwThhi+OMzHHwfFmJ3qlSAgwA14pyOmF+Qg6LQV2JZGaU/9ufgkH6t0MTLTS4Pfj9HooauymX+y3EyJRAVaNDkughbdXlRBQqlm/Zj39R+RiaKrinQ/WoOts4cjeoyxauhNjTn/yS9bAZ0ugvhZmz0ftbIIoB1W2AUTW7oXOThTpBbxwoBtJH42qy4shJQ1NWx3VeyvQKz10K3SUvPMBT+fMIWw0Ud/lYmiGg7T4KNJsOhZ/uplpkwcSEgUsdhvS55/x18ffZ8LI3iiqSqiWDETERHPiyw2ojQak5CxKZs7A0lhD+2fLqVy5DpMYJCD5EKNikZAQU/IRUCDkDYWDG9AknzyFXbAn49JEUBQ1iEZDAnZ3DUqvCyHaTuCKi2DfLpgwHcOXbxKQQJ1VgNjVQSC/8Ft9Gfz8HVqCKmoqikkeOwlNyX6krlbMeh2aAXnc9PdVTM/QcXjDboJ1LaSpRIo+3opercQ490KaJQNKhcCOqhMkR5pYr09gYO9EhJYKMEWAVo8UZaGxtBLh2efwTZtB+bvLeOCah0h0O0nsm4FZ6WPrXc+RNCgf02lnsO+lN3GMn3hK4unXTIJ/8B3QMplMJpPJZDLZLynk87C2rIVZE7IIxsbz/NZyFFotre4gX6zfz9EGJzu3H2BPXQdKIcSRpg7WHq6jutOJWh1GNOtAq8WrNcPR3eBy4X75Leqeeo5dqngONXfibG1EjE6E4q+QaooJH9iMVDCBeqeP43WNVAUhzqiltcNFRqQa5xdv0uYJ8MThABvf2YrCHEEoayBCUxXhxF50z5pI0ba97L/6DlZ4NFzxzAbcgTAF0ZHkRX17uegj03O5d+kx+seYqXd5MQW89E/WcUGfGPrEqBiRqP2Nev6n0YQ9HGvqpK9VT0eQHq/8iTcDQS+L7z2LVXdP4d4751OYamPPziIISgw7czIzzhiNw6yhS9IhjhyL7p7bMSx6G2XZHoSNyxG2rKQmILIvYTCvdAd4aGsr5dXNZMUaOGLthU7hwydpicmKR5sQR4a6gyH9orl+xlAcmjAtrjA6UYkOP498cZQJQ3pzxjUv8NQRJSdeewvF5BksuGQ2TUs34Zf0tNQ0UF5cSlxhf7Tqk4M0vUYNQjOoH5EDC0gxqQhX1RF2S5QfOs6x3YcgHGRXo5/nipxoBBV7r7+Hgzfcz9oWFTMWHWZPXTPbaprQpsUjpfbCU9eAEBUFNRUAuJu7IHsAwU43ij6DIfztHlWOn0RnWxfJMWms+3QVitHTuP6WtyipaEWVmcef3v0LG1cf4+xbLmLulZM5tOEQuoIcju6rYlEFKAQBlVKk1SWycE0pZe1Bgod2Ux6VBxozbrWDyh0HsXfXYzp7MvvueYHl2w/w7M73GDpvKkJ8MuQNxGQRUG7fhfeBh8go3v2d931fZCJ3RiaeylA75eSZ4P8R8qi9rCdybMh6IseGrCdybMh68nNjY2B2AmWHS1CYLKiDThZ/sIoEu5EW9GSn27nu6c0cqHGxcukGOkICzy/eQWykSIdCyZDqjUg79hB4802kEUNx9T+dYKAV89zZiPZIdlkLCEhwuKGLwuxE9EnpCPHpLNijJ8pqwiYF6WztRrRGIKqV5MVGYNSp0eQMYfHRbs7rF0v/kb1pKm5AU7QJKRTG/8GLtI2dTuaMyQQyeqNOz+bMsYPY3dRJu9fPiEQt4r/cpWrSwLQcGwYN5ETriLOe6hugf12lThdBhYYGT4AB0SZSrYYeZ7Hb2toIaCNQiSKXXfskMdnJ3HvxNHZ9dZT7LpmMSZS4+JyxJEQZiGrch1LQofB2oCw7RrhXNiG9iUZbJkWtHWSmDyMxUkdOghWnX8Cg06J99++oBvejtvg4obZuzKfNxB8dT7EqCYNeS1a0mWDIT6cf3EKImKgIbps/mXAwQOHU4RBlJmbsMCp3HiTmzKkk+BqJzC3A3dKAMioGZUcd4c4WVLEJCEEvQlYudSqB6Kwsohw2olMSEWJSePtIG9uLW8nJt9Nv4jBixg+lSROL3qxja0U3c/sl4SjZjUKngbZGtL0SUCXY6TbGoRRCvHPZnxn4h7k0HCvDhJuQPeXrPrw5bywXXTMbp1rL2898wPjcWAZfeR7xublI1bXYkuKIHViAPsKEIjEFx1mTiL/kcpLHDGBvyMrSQ03sqm4n22HkggGJ+ANBFpeEsCTEYYiMokZtJyJOhfFEFWLAz9/eWsd5d1xOe1EpltQEggoRqaaGkMrAui1FGJTwZXELBdde8613PdwewlJXRdyCy39UPMnLoU8BOQn+NvkLi6wncmzIeiLHhqwncmzIenIqYuPcG16kyRxLtk3L9An9iU6IIzpKRyAcZuE5AxiWrOXD9UeJU0USCLiYNKY3E7JSUNjjiMrvjXrCOGorThCROxDcnWw4/zqikmLw9huNMRDGplPi9YpEOOyUdUpMLohDGXTSJmkIGo20uySc/gDzFzzMi++s5bQpI4g06/CHFDgUEn5fB/rOVly11YhBAcvIQlR5hdjy+nDL4yvJy+9NhjLMiIzIbyXA/xcVOCIwqQ0kmvX0sgr/cRl3W1sb6/bXUOYJccf8yRTEWOmTqOeSmUNpdUto1ErirDp8koKYY5sJN59Asjloqq5jyx//Qs26PVScdj4hpZbUSD1alYiEAlGAWY+t4kttJpcmdWOJj2XRi0t595FXWfXG57wdNYykKBNuvx+DTkeUQctH6w+zflsxI3JjiTTpSG4+gCajL4qoOPSuetQ2K8QkIuzaTGDVJnZXt1F7qITUaZMRIqy0HD6GYdBgSj/4nPgJY1GoNUiShHPFZzxdH0NI6OYrt5kzq9ZAZzstOeNIsphINEkYlAJJFgGpohiBMBsfeZMGWxRRWSm0rtyA6mg5ykQTcf42vMeOwLDJX/fhkEAxepWAFBnF9LEDCVttRKSkIJYWIeLH29aBFAqhSUkDvQG1OQrBkYjHH2B3t4ZZfZPYUd7IzD6JNLZ6SI3SozJqmZQbR4MbEEAMCnQ1nkDl7GZsYTr20aNwZKeBWoPv2RdoOVqKfvRg8pSdJI4bQv9hmQQHfXs5tLBzA8mXXoSwbwufvPkZGaNHoFD89wXIv2YSLJ8OLZPJZDKZTCb73Shf+QBlZWUsrQoTrdciBVyMzY1BqVTyyFvbKOoMMzQtghpNvEGnAAAgAElEQVStSI0mCnVQyTuHmpCwctGmN1i6eB3SxTey/qUdrDjxLpNPy6bD04JCIRIfY8DXpqS03YO/uAlXKExzMEiOWYlVr+a9reWcW5jE6lW7eeiJqxEEgbl3PkdjeRMAzpen43v279R5PETYLIj9MyletYn07XvRnDuP9dsO8sm24xz95NbfuBd/PcnmEJ3dPyzZL21xMzhNw+FGF92+INmOkwMmu0rriI/Q8s6+E7h9ATausrKqXyXH59/ExFcfZPItM0FQ4OmbSGWLi3/eLlTR3sYna/YxenAKcVYN79n7M+nuWcxMi0I5OhHnja+zpsZJnSeAJhhiRo6K8naB0wb3ZlOphaOuk8uN83dsJ7K7jbAkodUAKhV/HDyH8x+5hvVf7mPYGZHEJ9rp8vg4eN099LtgEqLfy9CFd+Nvb0awWgkrjewddSHHH/2C/uOH07JrE50XTaEsajAKATQqAUFUcLDDy+DNn4AgcGBTJSPvuBSxoZKmrauJdRjoVIpEp6ZQ9uV+zP3z0f9L/x1/cwsHlRK1ngD72r30yUzh0k9fQnHmFUihENqqw3Sv/Rwh0kS4rZnwsBmIaz5kZ85sIsJtAFw0tBd/X3GE2DgD1Akse/Vj9DfOJTnRzp3PLGHaGaO4xGbgtdd2ccnTd+N1u1Gr1YQFAWF4f6JCXr76dD39s2wgCAj/uCbsn8qefwRvo5OBx/Zyw1VP88CXL6A7sglf/tifE2annCBJv92l27+kzs7O/5sP9hOVlJSQkZHxWzdD9jskx4asJ3JsyHoix4asJ6c6NrpdXkyGb/bJ3vvhXmYOz+SVvXXsOljN9cPiWX24iYjkOFQaFVFd5dy47hlW/ek1AgqRM9u2oLNG854njZx4K6KoQJIkPl+9i6fXFPHE/PHc/Nf36GrrZvOSB1iy8zBLt1Ww5f7TyDzncSJNeoYM6M2kobkcbXbisOsZb6wkQ5LwvPIyXnMk3kGDifS7Ycdu1l7xBEa1isFx6lPWB/9X/DM2Nh9tpEtSYwZG5lgAaHJCQ7ef5GgjO2ra6G014Hz6Vuy2SFL75+APKRGssZTGD2ZfbQs71m9n1hnjOd7lpqurC4AxWYnsrWzmnH5JWHwtCEqRhdvaiTOoaQrABdlabCYTJW0CHn8QgB37jpGZEsO5Vz7B6vf+TIIqROz+j1l89UNMnjOST/fXc+6ETI4frCT7tIk0hTREHy1CHFBAqKICT30DzQPGo0XiyaYI0vIzOOH0YxCUCCo1KRo1Hx9vJTtBTy+HhXann11VnZzZto05tg7q6juJVXkQjCZKlSYS1QJiGJRxKax7/FlKyxq4YP/Je4p1L92BcuwMJGDfx8vJGVGI98BWlF8dRnPjdShEEd+H79BpsRIzcBBSdwerM2aj0WqorG9mYGoMKJVIkkR1dRv22EjcwSA17U5izXrCQKxJiYCKhCOfYrZYWPzwy5wzbzpC6X6k1EzYuh4CAf4YO5+rX7+FrFsvJKzW4D3jj1+/5/ILp3AiLpPxQ9PZubeMwbNORxEOIuoMtJSWY22qpt0Wh+a0i78TIxEREb/a0gl5OfT/CHnpmqwncmzIeiLHhqwncmzIenKqY0Oj/vaixf3HGklOisHpClFU382G1Vt58eYzSbHoeezjQ+SkJtI84VyKazrYX9xEdN/BNOltmNRqdFo1nkAItdLDF8fbkNxetBF6Nq/fxyN3n0eM3YYjwsDEwekkmlVsre/mmgsnMzgjnia/H51OZEZeAm3Yia3eSSjkJmLKdI58vJSyI+VkXnkxgagMjGoVkVp5Lubf/TM2kqON9I7Wkfwvp2Yb1OAwidR0+blj4WsM65OKfsRosmwaJGcXaocdpSLIHn8ULT4/I7IS2FzSwITMeNKjLWTYrSgFkdhILVpB4qumEG/tqEI0mtBrRSw6kYHxJ+84fruomT4xZjQqkde/OkG3oGL86DzqPSF0WiXiI38m645r0R49hLKmioRLLsFfXYlJr8FQU8fOl5eRPGcqfq0FXX4BMWMmchwDbUoLmw+0YFKG0bu9xFi0rCvpoLvDy5VjehMfYWD71nIm9omhxhRHdtUuojQQNppYde8bDB6VR9nWPehDAYjLJCNZR/+hWQQLRgHQ8On7WPr0A0BTW4t51jyKfCoUJivetjqUOg1E2NG1NdPQ4efAZ+tpKZxCsk3LnpJGBqc5eGlbKVaDAkeUhgNN3aRbjKBQMOuyvxJSqRmWm0pxUwvmqqOoG2vpM3MK3VVlqM+8BM+ujVSMOg2x71DUuYPJNdajHz4OIcpBIOqba5523/YIjtxUIowmxPLjfPTUYsxF+9EVH0IfHYlyUCHa4n0od68mOGD8t2JE3hN8CshJ8LfJX1hkPZFjQ9YTOTZkPZFjQ9aTXzo2tlW1UpASQ3a8mlmD0pg7fQiIStYerGDqyHTSY82U1NWzYn8rvjA8tmg1PoVImkOPXqsjKVLFu4fa8B0r5olrTuPOv77PIw//gYaKE7SrNTQ6vZyRZQVA1Ghp9ITxdHbQGIJx8REsr+rCGQyQ31LEscX/r737jq+iyv8//jq35qZ3QooJJZTQqxQRBAU7itjWLvay7lrWVffrqitrXXv57Vp2cS2oWLGDwCoKigLSO4QACek9Nze5d35/5KpBCQQNJnrfz8djHsw9M3POmeFDyOeemTMf0al7GhnjjyDli09Z1G0kRWGJ7Civokfir3vCq4OhNbHxh/9+zE2/m0ReXi1l9RY5BatZ8vxM0g4dir+4kO0x3ciOjyQ2KpyHZ37D8aO64g9YFFXV0rtzJIUVjZTX+WkwFh9sqmZ4TBhR0S4inS66xDkBmDlvBb0yUiiv8zHtsK7YvbsY0SObBGcNFbV2NqT1ZMC2r4k4cTKpR46jOL8e/7bVhPlthI09jMxx/bGnZeKOj8HudmE5w3khz07triJ65WTiCItgaXmACsuFs6GBPllxvLKmhNc+X8dhwzN4dXkBOenRfNN5ECOG96bynTfpfsYZmMx0OlGLe8hobL5aSM/ESsmg0RYJXi9RDWU0fvgu1vZNRP/hNgzw0U4niWOPoi57JKm7luJMS8eZmUF0WjKcdz1hDg/OQANJkWF8lFvGlP6HEOPxUFEXYFKvJMrr/ES6HUwclcMjr37JGUf2o7jcR31GX7queBdr/UoC8xfTMOslqkrrWTPpCvzxWSRGeKjufxQR15xHw7z52HN6YUXHgcNFuns3O1/9gLDhA1k792smpbrJC4/k+cWLSeo7jOiSbXj9AVwxMTRm9gfX93dN6JlgEREREZEf6J6ZypcF5ZwZvI32W2tXbuTQvl1wAbtqnVx9Yg4+bz2d02N48fEXyOl5JUvLi7hkSArn9ImjofsxrNxZzTUXn0JOUhxdRg7E7nbRLTEM8AEQHeYhr6aOBruDuooy5hZ68NgDVHv9VD/0LLYjhkFaFtjthF95JY+9W8nV3R24fvCMpLTeui+2cu0nKzl/2lTsJeU4xh/D8MR4Zvm6MrD/aJ54az03Ht2bmup67rx4OF98sY6hQ7P5priWf83fwGmjulDq8xPtMPQ5JIZ+2UkUFxfjcvgh+HRtIgH+t2kHm9du46opY8jO6MH2wkoaHdF0S3PgTR6Nc+EaKK+Emkoi42JJ6pIO2X3xhYWzfPYnHHqsH7r1hLISTK9DefDu+xk3LBu7O56zchKw15aypspHlDH4bYZwYP3nXzHizBE898FGDj+hH4FAAJ9/Jy88M4+r85/AO/slamLSKLvjXtJvvYYl8z4lvaaE6NzHoKKSsHNPhctvwRbpwbIsdta7yUqP57HZiwizQ4SzD38N344zKpZAIMDc3Bosy6JXVBixsbFMijOU1taSEBFBlHPPu463Bwzv3H8ugUCAXulN/7b+8Kd/A3D/B4/iLSujZPQ0MoGAZbE4rxi3w9Dj2AkEyutw15cQeG46XpuTaKeNsY//nTeOv4wCl4NVmYcwLMeiMBcWvvQOX63bytH3XU1EzmA8uUuo69M+zwprJDhE6Ft7aYliQ1qi2JCWKDakJQc7NnomeeiX9ONR1m6dE1lb3UCxt4GsiABZCXEUFZfy5+P686cLJ1HfYJEWFcai3ApyOsfx6dZi5i7LIynehs3XyPrtxSRE2slKcH5X5+rCOo7pnUZJrY9LDuvGpl35HJ6dSY+kWIpOPIs+S2dDShomPILKOW8SOelU5m3aziertnLCgEN+1MdQ15rY6B0XRmRGCseP6sshKXF4PnwGpxsK4/uwvKKBcL+P19eXE+4Bmx0c0ZEkOPwU1/g5ZcghbCys4d0leaQkRlBb72dXeR1bvHBSn+/bdUbH0j0hjqF90ykrK8fpcrOuso7uCRGU1wYIczpJWvwapkcOxMZRVmcx5+1P6OYrxVFaSMyw4Xy8PBd/dDJlYZH0vvhFppx/Gt27JGLDyYOzV1GOmznPv8mpEweSmhbHCX0689Sz7/CfV+dzy7SJ5Pka2F5Ry9DCNYy6/07YvJwKr8EWn0j+caezMvUwRhV/hX3pGjyTDsPVNxurUzrGaoDqMs6Y72XygAz+9uIi4uNjSU1K5Ojh3XgmN4KBYZUsixtKt/hoop12thZVEh3lwWW3s7qogvrGAOVVXnaUVFLTYBHhdGCr9lIVaCQ6zE2dz8/6/ApuOL0Xx51zDE6HHUdEFCUJPQGLB+Zt5MTeyaTFRJLkzcdVXQglBRi7A9/2AtyZGfg2r6Uydxcn/Pkchpw9la5UM+rUiQwY0IuGZWso755JSkYaTo9nj1upNRIsIiIiItJKy+sMM56ZTVxcFH+/agprdpWRnBDPEX+dRWleAZdMO44thbUkhcO/vvJxaIyDfn1TGBDr5qtSHxNHZ5Hh2fPX4vv/8RJ/v/0CPn77f5zSbypT+mWQOelmAL56+y6qTriYjddcT59Bqaw6/Y98XeZnUNdMMlN87XEJfhPGjOnDGKDfqXeR0zWdEyeN59wVM0g961Sufmghx2eU8JcTT+SjVWs5b2C/747LToUtZVBYXEqCt5iiQhcnD8sBDHU1VXu0kZ4QTQBDJ5fFtkAMuyvriLUsXFaANfkVjOnWicZBh/PMOTcSqK0j48lHOfnSU7E2r8PyROHp05/3z7yJAM9y1YZ1zH12EGc/9AG+0moqojM5d3w8VTXR3P7cnwgPc2K32bCwePvFmxnYKZyek+/m6UcvZ2dFI7WHTsTZUAzdBpHYvWl01l5h5x//+ZiREbVUF5Rg37kT/1frCIwfQYTHjdV3COMTU3jwvZV4ww2nDO9OpwgnO2sbiI+28WR5Oms++YRrTj+SQKCRZVtKsLkcREW4mb2qaYboO8fG43cnkJEQwdaiGjLSE/l8RzErd+9ifJck+qTHsqDqKLyL3idj4hTWFJbRxwLLgkNinVRUVPPca5/yzHEJsNFPhc/CsfBr6NSZr+euoKawlFG3XU/Da6/jSkyFscey+qXZjJgykewbfkd57lbyX32DXKeLoXce9kuF1x40O3SI0Eye0hLFhrREsSEtUWxIS9ozNraWNyUR/oBFQrid577cRmUjZEW6GNE1mUagd6Lh8SVF9I5yEBMOVlgUiW4XxlhkRu/5q+OsJXlc+9d/87c/n855h/cEYPAVM+jWJYMVCz/ntMmHMb1yPp6Lf8/Yp9Zz+WGd2G2PJqKxgjOHdf+lT7/DO5DY6HbN+zgsi3Hd3BwxrAeOyEh6JIdTVttAamwEvrJy+nTb85b4T7ZWMvOjrxk4uBe11XWcOLArNpuN8vJyBmZG77WdN9cVUl5ncUiUh75pUewubyAqPIza6mqiyzZTl9KHiqoaxhX8Dys6HIwdY9mhrAj8jTyVdCQADz07F2djHZuWr2f6zadxy99fITo5lttvuwjgR7fvrypqJMLppL6mnJTEeNI3zMFKTOO1XDcPztvOVcf3Ie78Q/GXO0gakEEfu59tdYbGqjocb3+KZewce9c8HvtdPyocDrzAiNR4Pssrwl/rIznKw0urijmmbyJDEiPITo2h1uslwmGBsYEVoL4RtlXAFY/M4dnrjuaB/21iQnYCxcU1HNY7hfMfmc8fpwxiWFYC5XVeIhxNt/lf/fIyph/bi4T4aHrPfQB7SSF+wLK5WL9oFT0jLRoqarENGYRj1OH4li3BE/BSlVdAxKTjICGRunc/YMnMt3h1UyX3lOd9d11+ydmhNRIsIiIiIr96JVW1uBw2NpfXENNQz8oNRfiiozi1fzpfFZYTYYfeiXEMS/Wwo6Keq574BoD3bx5PzF7eaOTxhDPlinNITvw+gUq2vDh9ldx215UY4JvYUYyONFx5bB+6JkbQ03IQCET8Qmf82/WHU3rhdDqoq/XSo2tnaPRTsGMHYUmpVFZWMuQHCTBArd9GZLyHxoBFvLFYtbuMrNgoEiKde2mhyaj0OObkVvHxugIcTge+ANjsPsI8HipdvQl3OqgP+DH9R1F+xflQVEL4v5/BHRtHwNvIiISmSdQuPXk4768p4MoLj+XM/onccd+rPPe389jq33u7m0urqamup7jR0NNbwfza7gx8/98U9L6Y/3fFWAByLjuN956fQ/bl07BHeOiz+gsAXs2vJMbhp2vnSKpcDtZtKGFEr3jWl1RxaGoCby9Ywehx/ei6q4YEG3xdXMPXxTXfJ+JW00uW3cEs8KLTh/L5jmLmfLaVOZ9tJbV0HTdv2AlAz2nDsNsMEQ47gYCFMeDxVhIb0xTjm96aT/epEwls20JtfCcqcqupv+NKGosrqezdi4zqEpxDR4DdTuQIC7P4Yyy7i7Bo6DrtJM5b8M0BxUVbUhIsIiIiIr96z89awMy3FjJwaG925xfz5v3nsXBVPk674dDUeMJoGukdnhbJ8LRIUi8fzvItFbQwSMi4blFsX7eJ8d0zvivblFvI6ceP54NvCogNd/FZQwlpR3QnLsyFI2ADm8GG3hH8c/VKiWN3nZ8Ij4enZy5gzISBNLqiSQ942VAHQ/ZyTF5pGRdPGMHX20qod7qYtaIYKOa501oefU6OdHJWn3guXV9Go98wMt1DYa3BGMPCFXm4Yly4LfC9cCvR117J2i6TAENfRxGP/q+AlKwKvH4fnrhopoyO/i7RzJ1zJ9c8/TlTJ/bHuZexzZvvmMFbj/weu93GgjX5LFq9BW/2GUTEeFiwdjNfFRpmAEffdytm1RJsQyYQGHUUxuFg9sJtzFu2mUTfLrJP68/8kjLsJFBZ34DdZuP4MTmszi/FXumlJBBBTpSTNVUNez3/tEhYurtpfc3d4wF4bm48hw8bDEDB7lKiAxY2m41tVZV0djlZvz6P1YVl+BoaOa1HEl7A7bDjLStlyAM3sPPh58i64VJmB7ozKDyMTqu/Jm7oYKivw3H+jRjg1Ztu4ri0WFJvvR5vqyKi7SkJFhEREZFfvdWb8jAuO8vX74b6OjI7x7G90s/ok28BoGDB9D32H5EZyYjMyBbri/C4uHzqoXuUvfnU9dz74Vo+en8RUZ3SqCopoFOExRnDu2MZG3YDLqd+vf65Lvv9P0julER0dARXTZtI/8xOAGRGtzC0Ckwbls5jiwqIdXgprvZzRHYcvlY+9lnXGOCFpTsY3zWbQHUAu91ObHIUfgC/n/+cdBvn9oxiycYy/ASYtT6XE8YOYtX2Usb2jGNXeQM2s2dbF03swlGXPIwJ85D/5rV7bCspqeGUf8wnpmQDPVMTWFVUwZBkJ1nJyczOa+SjJ2Yw47VLcRbtgnEns3PBPOY88h+iwxzM73Mxw4/oS0VFKpc98xXG1sDlsZHsLK5meWEZcS4nfVMT6J+ehM1maLACnJAY2Ot5R7p/fKv20AEDKKrysmRnOYNj4bLH5/HQJWPICPfgcDh4774L+GTpVsYMysLasZvc158ibuIwOl84Gf+8d8i69gLuLQojKdrPJw2JjDnyfAqAojVryXjuNgZ+6uabkY28t6mY1KrXGNBnXKv+jtqa/pWKiIiIyK/eBecdh8/lwOV0snNnPgDJCXEseusu6r31bdKG3eVi3foC+vbpzrTThvPMK18S8FnYbIbkGBd19X6SPI1t0lYo65aZwj23XUxtWQkVrghWFZQRG+YiMzqsxWNsxvD7USkAPPLpVjx+Q0llbavaaz5a/GVBOQDdXQGeXLCFua+8w/hzTyYlIgJfXS3LdlbTr3MShdX1pEY52JGfT2xyZvDo75P0fod0puCDW/ba3kv3X8DaSh/bSzKY0DmWPrX1vPjGMkZ7NzHAsig+diL+gq0YtxubJxJPQz3n/PcBqvMLubfzBPwNNv7+0ExefvQaNpeW8/bSbThiwvlqeSG3Tu3HioJyBqTGU+f1YbcZImMO7LVdb369hTcW7WJEVAVTRw9nZ0klF173T/5554X06pJCYW4emzpHsqgYpv1xKt6aRlZcdxv97roJU1eDL5CF3wENjRaXP/0ZpdX1PPy7ARRcdjfPnFVHYPbdTD3/eB464w8M+OsBda3NKAkWERERkV+9j1fv4N0Zb+NywfaPmkZ941x26rBI9LT8XOiByCuu4m/TDmf2vC9Ysz6fsX3TGNa7M/NySwDYtaOEW4/v0SZthbI3H7ySrsffwvv/vok4j5sd1fXYzd5HM/cmJyGW/MZGuqZEHXDbNTU1rNvtoywhnNjyPN777//x1IsfkRaVg81bw8hxvdiyZTepMR7Wby2nU9cM/vXiHKZfNr7VbcTExVNfWkj3tFi6d00m0duA46yhDEoMJzY8ip4FRazx7sJ4ffQtXI571BgCJTspiUknPdpDbGwsY8Zlc8fDrzFx8mEc2f8QvPV1DD6mF96ARUKYg9hwJx/uapoNOjvxx89QtyTCBV3io1h6z3Fc9fIK0uOddEmO45tZN/PKsl288O5qzh+QwtKtRVw1aw7FgQDFx46ka4yL6lvvxD5xBEMnHk6Ex0O9r5FHzj0Uh8POl5t38PrzX3L7FeOpnjadXddM5pK7/kB7zWSsJFhEREREfvVy4iNYlNqJmvLy78qSo4E2/DU70u7nbzOWsnn9UsK6D+GeswfQKdKNr9ZHJZDeWNpmbYWy8HCwYbjh3pn84//O4/mvmkb2R2S0bnbpI3Nan/T90K6KBi4ZkcX2HaV0nTyOK5+cz6OXTCDBA1/UNTJrzhrmvvIet95+IThsBAIBpp3e+gQYIMJlZ2VuJSO7Bvgst5j0mHAyjJ9lxT6qqrYR6XSTmNUbv6+BlHseIeyyi6h57Fly73udispKYsINd5xzFKsKA3icdsIdhtjwMB6ft5adhdX88YQ+hDkNieHOvU76ti+NNRX07RLHS19v4eqxXQHw+fxU2A3/mb0Cp9PGhN8diXNLJW+tySfZDSPHDceqq8E2eChXM4YRO0qY8cYnJGelc/t5E/D5fEREhHPxacNxOZ0YY0g++UhstZXUHVj32oySYBERERH51btucl+um9z3oLYxqkcC/7pxPPUNo5m3oZwt5fU4A35emTWPT75Yy5xnLjqo7YeSJ/88hVufXsA3u8u5fWIPAoHWjwT/HGO7JDDtvreozt/F8P5dmDpxMMbYWbKliOW5Xkb0TubIOy9iQEoclmVRVlGNZQFxrZ8VvHu8g4GpTnzlBQxK683KkjJ2bC/g9DFDqK6PYnBaGO+sLyPLA4F/vk7t1+/y8V0zCTQEsIdH0rXp2x0OTW96d+/64gA2O5w7ujuzPt9KcmQEuyt8HJXV8jPvLcnqFMWX6ytJj/IQ7XYw8qSmd2NHRXp4b8YtbNna9IVEZmIsl037B2lpCSwckYR90GTw+7koOpVXFq/i8ktP4O35qzj9kfkkR3m46qgeHJISzY5SL2X19TzvOYk7wj474P61FSXBIiIiIiKtlBEN4Obe/GpO6BXPy3MWM3fhSh574np6HvLTRyBlT5MnDmbyxMHBTxbwy7xCdtn2XTx7w4nkVdayobCUnRXVFJW7WbCtGquxnuv++ATdUw09Bg5lx7Z8Pnr4ggNuw26HqIoSUhKjOf78e3jyyeuJ79kTr9+iT7IbgCo/rKyGsNI6/FnjSaws54YHZ5OVGMnxt07+ri5jwGa30RiwiHI7CY92YLVyQrC9983O3EVb+NMJ/THGMHFkb5Zv3ElGagJHnP5XjAmQN+dODDC4R2fSs1JYnZlCD8JxRkeyqdJHTs8eJLrspGWmcN64ROwuix01FotX72Zkv1T823dzxrAMNjrPJqudbohWEiwiIiIicoAWvfoGV9xzJTefdyzXnD6Bvil6NdJvwVE5h/DRN1s5flhPXA2NjEgP4+7/fEJC987MXZLPgw9fRawTXlpWzKhe3X5yOxdMGQnAVZcdhdeCfnEuIpwB3M1mF6+srMSeloAdi/LCKv71lzPZWvrjyb56NL2umJfWlFLva8QY87MS4SNHduWBz3I5e2gat/3pbGw2G+tLyin1fj/xV3pkgF7jRlBX3wi9s9kIYKB2xRpGj+7D6Vf+g4GDe7IzxcOtN/ybO/98Fjsa7Ey9/G6mHD0G58qddBnSm6yY9vniSEmwiIiIiMgB6p4Zz7UPvUiUcfLs/50Cej/wb0KfTuHU1CXhq28gzw95a3I5c/IwtpdXk9FYQ35uOW9sXMulE0cxoVfsz27vrGPGYlnQNXbPke6RaQlYqfHkV9ZS6a2j3Gaoya8g1u0HWr7NuUdmIoWVlWyuqqdLbMJP6pObBvrFWeRXeSmq9jIwJZ6BSeFsq6ijb5wNAJsNvlxXhK/Bz9HdE8npmsDKvFL+u2Ynj730Ibk7isndUUxtWTVP//18HJ4orrn4Pp5/9PfcPnM1XQZkcEL8gU9c1laUBIuIiIiIHKA37r6wvbsgB0lKfAx3f7wRbwMc1bcT3eIj8dgNJQm9uP2JT3jlxgm4XG3zpUeXmL3f5j135RZmv/4/Hv7rBaRGh7MDQ6Ef0uNaft3R1OxoHliwA/chMdTU+H5ynzrZ3fiSE/EDx3QNJ0Aj0S47nYT1jZsAAA2tSURBVKL2TFoHdknC7jL8Z0URu5+ZzWlnT+KxCyfgsE/k6QVr6NwpnrKiUsb2z+Dahz/g9Rk3sauukY0rl9FlQAb3v/gxM66d9JP7+XPY2qVVERERERGRDujef73BDUf04C9HZZMT42bDpp38b/UGsAK88X/HMPHCBxl39j0HtQ+OmlqKS3fw5JwvGTH5Jq594l1e/iKPXp1avn3Y6bRzzZhOzFldxDHZP/024+3+wHdP6ka53cS47Rjz42T9jdfmUFtayZq5cxlzwhF8vq4cY2uaMfu9V+cz/7UP6eVsmv/5gWuOZlRmJFN7xTJ1THdyt5dw9OH9fnIffy6NBIuIiIiIiAQ9dv3JvPP5SoZ2TSSrcwqRnkwWLFnE9Jkf8do/b+bRhy+l/iC/22dI3y4UT5nAY4+/w8LX/saqrfkEavc/uhsWFsaTU1r3KqmWjIqGxZWQGb3vVPHG35/Cwi83UVHTyKIFX/HN0vWU1k5i8xdL+fzpCymv9pKSGPOj4zbkriZ9ZA9efnk2Zw699Gf19adSEiwiIiIiItLM8aO+f91Wt3jDHZefyX1XgNsNPROTD3r7bpeTKWNGcMrhI1m2q4iG8HAiw8MPersAmelxZFj7n497UCcPC+PiOPfsCTg9Hs49+VBunP4KY48ZRViYm5Qw916PW7Gqhssm2djWs1fbd76VlASLiIiIiIjsQ2zYL9teQVUV6XFxGGOIsFl0SYrFbrfBL/RKIVsr3kjldrs5f0QqYZYfT0QkBoun772E9Mh9P3FbsGA6E+/7jNMGH/wvE1qiJFhERERERKQDyYiPxxiDMZDdKQmbzYYxgfbu1h68DQ1srW66RTsnLMCr7y7itXe/ZO1r1+332I9uGM2KvJqD3cUWaWIsERERERGRDmTkSTfzu0sfIMkR4Iv8MpbuLCElvGMlwWtLa+kc4SbZ4yTW4+LiqYe3KgH+ltfWfqmoRoJFREREREQ6kIIF079b7xkNRV5wOzrW+OWpOd/PQJ1bGaDllzft3fA0T9t26AAoCRYREREREemgBqf/9Ncd/VIyo9u7BwemY32dICIiIiIiInIQKQkWERERERGRkKEkWEREREREREKGkmAREREREREJGUqCRUREREREJGQoCRYREREREZGQoSRYREREREREQoaSYBEREREREQkZ+02CjTEZxpj5xpg1xpjVxphrguX3GWPWGWNWGGPeMMbENjvmJmPMJmPMemPMpGblRwfLNhlj/tysvIsx5otg+cvGGFew3B38vCm4PWt/bYiIiIiIiIi0pDUjwY3AdZZl5QAjgCuNMTnAHKCvZVn9gQ3ATQDBbWcAfYCjgSeMMXZjjB14HDgGyAHODO4LcA/woGVZ3YEyYFqwfBpQFix/MLhfi2389MsgIiIiIiIioWC/SbBlWfmWZS0NrlcBa4E0y7I+siyrMbjbYiA9uD4ZmGlZVr1lWVuBTcDw4LLJsqwtlmX5gJnAZGOMAcYDs4LHzwBOalbXjOD6LGBCcP+W2hARERERERFp0QE9Exy8HXkQ8MUPNl0IvB9cTwPymm3bESxrqTwBKG+WUH9bvkddwe0Vwf1bqktERERERESkRY7W7miMiQReA/5gWVZls/JbaLpl+oW2717b2LhxY3t3oUPQdZCWKDakJYoNaYliQ1qi2JCWKDbkh7Kzs9ul3VYlwcYYJ00J8AuWZb3erPx84HhggmVZVrB4J5DR7PD0YBktlJcAscYYR3C0t/n+39a1wxjjAGKC+++rjR9pr4vbkWzcuFHXQfZKsSEtUWxISxQb0hLFhrREsSEdSWtmhzbAM8Bay7IeaFZ+NPAn4ETLsmqbHfI2cEZwZucuQDbwJbAEyA7OBO2iaWKrt4PJ83xgavD484C3mtV1XnB9KjAvuH9LbYiIiIiIiIi0qDUjwaOBc4CVxpjlwbKbgUcANzCnKU9msWVZl1mWtdoY8wqwhqbbpK+0LMsPYIy5CvgQsAPPWpa1OljfjcBMY8ydwDKakm6Cf/7XGLMJKKUpcWZfbYiIiIiIiIi0ZL9JsGVZCwGzl03v7eOY6cD0vZS/t7fjLMvawl5md7YsywuceiBtiIiIiIiIiLTkgGaHFhEREREREfk1UxIsIiIiIiIiIUNJsIiIiIiIiIQMJcEiIiIiIiISMpQEi4iIiIiISMhQEiwiIiIiIiIhQ0mwiIiIiIiIhAwlwSIiIiIiIhIylASLiIiIiIhIyFASLCIiIiIiIiFDSbCIiIiIiIiEDCXBIiIiIiIiEjKUBIuIiIiIiEjIUBIsIiIiIiIiIUNJsIiIiIiIiIQMJcEiIiIiIiISMpQEi4iIiIiISMhQEiwiIiIiIiIhQ0mwiIiIiIiIhAwlwSIiIiIiIhIylASLiIiIiIhIyFASLCIiIiIiIiFDSbCIiIiIiIiEDCXBIiIiIiIiEjKUBIuIiIiIiEjIUBIsIiIiIiIiIUNJsIiIiIiIiIQMJcEiIiIiIiISMpQEi4iIiIiISMhQEiwiIiIiIiIhQ0mwiIiIiIiIhAwlwSIiIiIiIhIylASLiIiIiIhIyFASLCIiIiIiIiFDSbCIiIiIiIiEDCXBIiIiIiIiEjKUBIuIiIiIiEjIUBIsIiIiIiIiIUNJsIiIiIiIiIQMJcEiIiIiIiISMpQEi4iIiIiISMhQEiwiIiIiIiIhQ0mwiIiIiIiIhAwlwSIiIiIiIhIylASLiIiIiIhIyFASLCIiIiIiIiFDSbCIiIiIiIiEDCXBIiIiIiIiEjKUBIuIiIiIiEjIUBIsIiIiIiIiIUNJsIiIiIiIiIQMY1lWe/fhoKioqPhtnpiIiIiIiMhvTExMjPml2tJIsIiIiIiIiIQMJcEiIiIiIiISMn6zt0OLiIiIiIiI/JBGgkVERERERCRkKAkWERERERGRkKEkuAMyxhxtjFlvjNlkjPlzs3JjjJlujNlgjFlrjPl9C8e/EDx+lTHmWWOMM1jeyxizyBhTb4y5fh/tTzfG5Bljqn9Q7jbGvBzs1xfGmKy2OWNprQ4cG4cbY5YaYxqNMVPb6nyl9TpwbFxrjFljjFlhjPnYGJPZVucsrdOBY+MyY8xKY8xyY8xCY0xOW52ztE5HjY1m208xxljGmKE/91yl9TpqXBhjzjfGFAV/Ziw3xlzUVucsrdNRYyO47bTg7xurjTEv7vdkLMvS0oEWwA5sBroCLuAbICe47QLgOcAW/JzcQh3HAia4vARc/u3+wDBgOnD9PvowAugMVP+g/Arg/wXXzwBebu/rFUpLB4+NLKB/sA9T2/tahdrSwWPjCCA8uH65fm4oNpqVRzdbPxH4oL2vVygtHTk2gtuigE+AxcDQ9r5eobJ05LgAzgcea+9rFKpLB4+NbGAZELev9psvGgnueIYDmyzL2mJZlg+YCUwObrscuMOyrACAZVmFe6vAsqz3rCDgSyD92/0ty1oCNOyrA5ZlLbYsK38vmyYDM4Lrs4AJxphf7H1e0nFjw7KsbZZlrQACP/Hc5OfpyLEx37Ks2uDHxd/WK7+Yjhwblc0+RgCaqfOX1WFjI+hvwD2A9wDPS36ejh4X0n46cmxcDDxuWVbZvtpvTklwx5MG5DX7vCNYBtANON0Y85Ux5n1jTPa+KgreYnAO8EFb982yrEagAkhoo7pl/zpybEj7+rXExjTg/YNQr7SsQ8eGMeZKY8xm4F5gr7fPyUHTYWPDGDMYyLAs6922qE8OSIeNi6BTTNPjNbOMMRltWK/sX0eOjR5AD2PMZ8aYxcaYo/d3gJLgXxc34LUsayjwFPDsfvZ/AvjEsqxPD3rPpL0pNqQlHSI2jDFnA0OB+9qyXvlZ2j02LMt63LKsbsCNwF/aql752dotNowxNuAB4LqfW5e0ufb+mTEbyLIsqz8wh+/vTpT2196x4aDpluhxwJnAU8aY2H0doCS449kJNP9mKz1YBk3fuLweXH+DpmcwMcZ8GJwg4OlvDzLG/BVIAq49GH0zxjiAGKCkDeuXfevIsSHtq0PHhjHmSOAW4ETLsurbsm7Zrw4dG83MBE46SHXL3nXU2IgC+gILjDHbaHoG8G1NjvWL6ahxgWVZJc3+D3kaGNJWdUurdNjYCLb/tmVZDZZlbQU20JQUt8jRho1L21gCZBtjutAUWGcAvwtue5OmSWa2AmNp+gvGsqxJzSsIzpY3CZjw7b35beRt4DxgETAVmBe8p19+GR05NqR9ddjYMMYMAv4JHN2aZ3SkzXXk2Mi2LGtj8ONxwMZ97S9trkPGhmVZFUBiszYW0DRRzldtUb/sV4eMi2C9nZs9D3oisLat6pZW6bCxEWz/TODfxphEmm6P3rLPI6wOMNuYlr3OnLaBphnYbmlWHgu8C6ykKREd0MLxjcFjlweXW4PlKTR9U1IJlAfXo/dy/L3BbYHgn7cFy8OAV4FNND3M3rW9r1WoLR04NoYFP9fQdHfA6va+VqG2dODYmAvsblbv2+19rUJt6cCx8TCwOljnfKBPe1+rUFs6amz8YJ8FaHZoxUVT+V3BnxnfBH9m9GrvaxVqSweODUPTYxRrgn04Y3/nYoIHioiIiIiIiPzm6ZlgERERERERCRlKgkVERERERCRkKAkWERERERGRkKEkWEREREREREKGkmAREREREREJGUqCRUREREREJGQoCRYREREREZGQ8f8BNlbLFZNCzQYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax=plt.subplots(figsize=(14, 8))\n",
    "time = data['time'].dt.to_pydatetime()\n",
    "for i in range(10):\n",
    "    for t in ['Bid', 'Ask']:\n",
    "        y, c = data['{} Price {}'.format(t, i)], data['{} Size {}'.format(t, i)]\n",
    "        ax.scatter(x=time, y=y, c=c, cmap=cmaps[t], s=1, vmin=1, vmax=c.quantile(.95))\n",
    "ax.set_xlim(datetime(2012, 6, 21, 9, 30), datetime(2012, 6, 21, 16, 0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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